{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Linear Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's set up some environmental dependencies. These just make the numerics easier and adjust some of the plotting defaults to make things more legible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Python 3 compatability\n",
    "from __future__ import division, print_function\n",
    "from six.moves import range\n",
    "\n",
    "# system functions that are always useful to have\n",
    "import time, sys, os\n",
    "\n",
    "# basic numeric setup\n",
    "import numpy as np\n",
    "\n",
    "# inline plotting\n",
    "%matplotlib inline\n",
    "\n",
    "# plotting\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# seed the random number generator\n",
    "np.random.seed(56101)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# re-defining plotting defaults\n",
    "from matplotlib import rcParams\n",
    "rcParams.update({'xtick.major.pad': '7.0'})\n",
    "rcParams.update({'xtick.major.size': '7.5'})\n",
    "rcParams.update({'xtick.major.width': '1.5'})\n",
    "rcParams.update({'xtick.minor.pad': '7.0'})\n",
    "rcParams.update({'xtick.minor.size': '3.5'})\n",
    "rcParams.update({'xtick.minor.width': '1.0'})\n",
    "rcParams.update({'ytick.major.pad': '7.0'})\n",
    "rcParams.update({'ytick.major.size': '7.5'})\n",
    "rcParams.update({'ytick.major.width': '1.5'})\n",
    "rcParams.update({'ytick.minor.pad': '7.0'})\n",
    "rcParams.update({'ytick.minor.size': '3.5'})\n",
    "rcParams.update({'ytick.minor.width': '1.0'})\n",
    "rcParams.update({'font.size': 30})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dynesty"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Linear regression is ubiquitous in research. In this example we'll fit a line \n",
    "\n",
    "$$ y=mx+b $$ \n",
    "\n",
    "to data where the error bars have been underestimated and need to be inflated by a factor $f$. This example is taken from the [emcee documentation](http://dan.iel.fm/emcee/current/user/line/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# truth\n",
    "m_true = -0.9594\n",
    "b_true = 4.294\n",
    "f_true = 0.534\n",
    "\n",
    "# generate mock data\n",
    "N = 50\n",
    "x = np.sort(10 * np.random.rand(N))\n",
    "yerr = 0.1 + 0.5 * np.random.rand(N)\n",
    "y_true = m_true * x + b_true\n",
    "y = y_true + np.abs(f_true * y_true) * np.random.randn(N)\n",
    "y += yerr * np.random.randn(N)\n",
    "\n",
    "# plot results\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.errorbar(x, y, yerr=yerr, fmt='ko', ecolor='red')\n",
    "plt.plot(x, y_true, color='blue', lw=3)\n",
    "plt.xlabel(r'$X$')\n",
    "plt.ylabel(r'$Y$')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will assume the errors are Normal and impose uniform priors on $(m, b, \\ln f)$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# log-likelihood\n",
    "def loglike(theta):\n",
    "    m, b, lnf = theta\n",
    "    model = m * x + b\n",
    "    inv_sigma2 = 1.0 / (yerr**2 + model**2 * np.exp(2 * lnf))\n",
    "    \n",
    "    return -0.5 * (np.sum((y-model)**2 * inv_sigma2 - np.log(inv_sigma2)))\n",
    "\n",
    "# prior transform\n",
    "def prior_transform(utheta):\n",
    "    um, ub, ulf = utheta\n",
    "    m = 5.5 * um - 5.\n",
    "    b = 10. * ub\n",
    "    lnf = 11. * ulf - 10.\n",
    "    \n",
    "    return m, b, lnf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's sample from this distribution using multiple bounding ellipsoids and random \"staggers\" (and alternative to random walks)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "iter: 23268 | batch: 10 | bound: 230 | nc: 25 | ncall: 543620 | eff(%):  4.280 | loglstar: -41.224 < -33.950 < -34.640 | logz: -44.347 +/-  0.128 | stop:  0.981                                      \n"
     ]
    }
   ],
   "source": [
    "dsampler = dynesty.DynamicNestedSampler(loglike, prior_transform, ndim=3,\n",
    "                                        bound='multi', sample='rstagger')\n",
    "dsampler.run_nested()\n",
    "dres = dsampler.results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see how we did."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dJsVubz9P221n2e+CCSE0oKFr0wHsKusxz8Zk0jh6NAuL1UTP22rR9/a6fPRJseJBEho1CuGFF9tfUH99+tXl3Q+68sHH3ejQsQorlh92P/anq3RwoVOnCujfZxpHj2Yx9F7jaTmdEn9/D4YMbcz4if0YcEcDxn63lQfum4PNpqPrkiZNKnBb79qsWR1H8+ahmEyCdh2qnHEse6KS3Ld1XeJ0Sg4dymDcjxF8/1Nfho9oedZ1p7f1qePaD3diWoCoqGRu61MHq9XES6924O/597Il4jFatwm7oPOjKIqiKIpyrdi+3bj8lyUmwvPPw+LFUK0a+Puff5/kZONSGovFCLpER8OoUXD06OU93huFeu8pZUVIlZ65TAghDgE1XZs1pZRHztHWDOQDJoyAh1X+yxdGCFENiHNtxkkpa5ynfTdgpWtzhZTylgscZ/XZHmvVqlWXbdu2MfX3SEY8VjK3rLe3meBgb+Ljs1z9wIRJ/bn7nkZkZ9t4/JF5mMwaP03oh7f3mblBkhJzePH5pTRtVoH9e1OY9/cBBt5Znxo1A2ndpjI9e9UGYOmSWO4fMhspJaM/68H/XlmBlDD0/iasXHGY+LisM/ru1Lkqn31+K507/ILTqTP8iZa8/GoHKoT6nJFrJWJ7Arf3nobdrvPMs+F8/tlmpASzWVC/QTBhVfyoVs2fyZN2YbfrZ4x1Ok0T+PhY2Bn1BCEVfM7bXlEURbm6hBDbpZTh5295fQkPD5fbtm07f0NFOY/CX53+q18xDh2C1183krxWrHjh+xUuLXn88XO3S0kBTYNPPzWSxF7TrvCb4b/+3lPO72I/w9VMk7ITUOx2yrkaSikdQOG3eTNwMd+eL3g8l9RitwPO2uoi9LqtDkFBJZeV5OY63AETMP4zq1PHn9TUPBYtPMjyZYdZsiiW5UtLL937w9htzP/7AJ+N3sib73YmOeNl/P09+eKzjdx79ywyMvKZ+ede1q2Np3mLUBo0DKb/gPosWnYfH47uxvAnWnLs6JkBEyHg4096UL9BEI0ah2Aya/TpV5fQir4ArF0Tx/59RaezUiVf8gsc2O0OJv68y/2fssMh2ROVzNLFh9iy6RhVqpbjtj61Cavie85zVamSLzsiVcBEURRFURTlehcTAy+/DE7nvwuY/BvBxsp0XnkFDh8+d1tFUS4PldOk7BT/tny2hKzF5QGFKxT9gOwrMF4hvwsdRErZ9WyPhYeHS4CgIC9GPB3Opx9vwOmUJaK93j5mcnOMvB8jHl/E/n0ptGsfRmCgJx4eJtq1P3NJDECPW2vy3Tf/UL2GP5UrG4fbuEkFNE0jKNiL1JRcRjy2AKdTx8PDzKDBDakQ6kOFUB/CW1cG4N77mjD1tyh8fa3YbE4KCpwIIahZKwCLxcT6zQ+j69KdfPWP6XsZ9fQiALbvepwqVcsREOhJcLA3iSezSU0pvbJNZKQxt/L4sSxstqLZJq3CK7F3TzIOh07DRiHYbA4++KgbFUJVwERRFEVRFOV6Fh8Pr70GJlPZ5xwpXx5SU43xvvoKKlcu2/EU5b9OzTS5MV31SWn79qag69KVLNWYURFY3pP+A+qVaCMlbNp4nMysfO4b1ox3315NRsaZMZ9ON1cjMe1Ftu0cjqenEet7+NEWbN05nIjdj1Mh1Idy5TzQdUlurp1ff9mN3e4s0ccP4/oRd+I5Dh97lllzB9OhY1WmTB2Iv3/RrJji1WpsNiO4IyVkZObTvfNkunT8hcXL7uPnXwZgMp27so3ttOU5t9xSg/sfbIrDobNvbzID7mhAr951zrK3oiiKoiiKcj1ISzMStEp55ZK0BgUZpYzfeAMyLqyAo6IoF0nNNCk72RTNHPHk/DNHvIrdPnWR45XWV1mNd06ff9mTevWDsNucHDqUwby5B3A4dP6csa/U9rpT8vlnG3E6JXXrBvH8S2eWITaZzozx1axZtLJo974RrFh2iNdfW8kddzXAYjGd0b6wGk3nLtW5uXM19u9LYd++FB68bw41awbw2/Q73Pvd/0AzAgO9qFjJl4QT2URFJuN06nzxf5tYtvQQTmfpsSlNg7r1gojen4oQResq90enMW9uNFIayWlr11apzxVFURRFUa5nNhu8/z5kZkKlSld27AoV4Phx+PBD+PhjsFqv7PiK8l+hZpqUneIx36BzNXQlgi3n2nQAOWU5XiltLnt8OjjEm9ffvJl33u/KxMn96dO3DrVqB9C2XRhCQMNGwSXae3iYCCzvZVStaW9UjYmPy2To4Fn8MHZrqWPM/GMv33y5mYICY0aIr6+VyZN2kZSYw5KFsec9xv+9soJO7SbRv/c0DkSnsmL5YfbuKUpbLoSgX/96hLeuTIeOVWhxUygOh86MaXtIOFEyBnb3PQ3RXD9NUsLhQ+k0ahRcYmmS2STQXZNPuvWowZChl7VokaIoiqIoinIFSQnjx8P+/WWXw+R8KleGqCijvLFKgKooZUMFTcrOgWK3a5ynbRWMyjkAB/9t5RyXY0BuYX+uQMy5FK8Wf+CsrS4Dk0njt+l3sjNqBLEx6UgJcUcyMJuLlrdkZtro0DGMWXMH4+tnhMlHf7SeBfMP8vqrK0lNLZk/ZO+eZJ56YiEfvr+OyZOM6soL5h1g5YrDFBQ4SUsvai+l5KFhc6gS+hWLFsa479+86Th2u05iYg616wTStVt15s09wBuvrXQHYgr5+FiZ9OsAPD3NaJqg/4C67sc0DebOPuAOiEgJNpvO3r1FCWQ1E7RuG0b1Gv40aBjM5N8GXOJZVRRFURRFUa6mjRth7lyoUqWocsuVJgRUrQrz58OyZVfnGBTlRqeW55SdKKCX63Y4sOYcbYuXPYq6mMGklLoQYh/QCuN1bQ6cq1L5JY/5b+3elUhKihHXsXqYyM0tGZj4a2Y0C+fHgoDlq+5n0YKDSAlhYX4EBHiUaBsc7I3FqmErcFK7TnkAMjILsFpNOByScRP6udvabE7+mrkfgMmTdtK7j5FHpF37MHZEJGA2a0yfOYhjR7MYMmgmUkLjpiEMva9piTHDqpRj49ZHSU3JpU3bMOLiMhj+yN9s3ngCm81ZYinO6Xx9PejTtw5PjWx98SdQURRFURTlGvdfqVydkgJffgkhIUby10t1xx0Xv6+mGTNdvv0W6tS5DkoRl5H/yntPufJU0KTsLAFedN3uBXxxjra3Fbu9+BLHbFVszFKDJkIIQVFAp3C/MpOTY0PXJWtXH3HnAcnMKCi1bUGBAw8PM1lZNk6dsqFp0Kt37TPymVQI9SFy35PkZNuoWs0fgHuHNsFqMVEh1JsuXWu423p4mHn7vc7M//sAr73eyX3/iy+358SJbBo3DqZOnUC8vcxYPUzYbTrNm4eecWxSSubNiSYlJZdmzUMZNPBPovenFnu89OcvBORk23jphWXMnD34nOfqvXfW8MOYbbz1bmeefqZsAiynThVQkO8kOMS7TPpXFEVRFOW/q1Wr87e53kkJ330HBQVFJYAvVUjIpe3v6WlcPvgAxo4F7//gr3n/hfeecnWIi1sJopyPa3nMCSAEo5pNUynlnlLaVQAOAT4YpYKrSClTT293gWM2B3a6NuOB+lLKM0rRCCH6AAtcm9uklJfl23l4eLjcdlqINy4ugw6tJ5KXZ8fhMN5rJpNg1PNt+OrzLe52deuV5+CBNISAN965maZNQ3HYnWzdeoLnXmhH+fKl57aVUvLYQ/NYsyaOX6YMoNPN1S7pORQUOHA6Jd7eFg4eTCPUVZUHYMrk3Tw9YiEAH3/ana+/2ExSUu65ugPAbNbQdZ0aNQPYGTXinG1rVf2GlJQ86tYrz/Zdj1/ScylNclIOLZuPIz/Pwex591zy+VIURfmvEUJsl1KGn7/l9aW0z3BFUUq3di189BFUr371luWczdGj0KMHvPDCNXBshQegvm8q14iL/QxXOU3KiJTSAXzk2hTAr0KIEuVShBCewGSMgAnAmLMFTIQQvwghpOvy7lnG3AXMcW1WA8YIIUq8xkKIasAPxe4qta/L5eCBNBwOvUSlGS8vC/0H1C/RrnuPGoDxf+qH767jgaGzmTM7mkaNQvD392DMt//wxv9WcGu3Kbz95ioKg31ZWQXM/HMvSYk5TJyww91f5O5EZs/aj8Ohu/qVfPbJBl58bik5ObYSY29cf5TJk3Zhsznx8DDj7W1hwrgIOrT+mVbNxmGzGaWLjx/Pcu8TEODJgiVDuaVnTSwWDSGgbbvKJcoQ169fnsaNQ5g97x5eea0jf8y6+7zn69PPb6F5i1BGf9ajxP0xMWmcTDizANPP43cQVO4zRj65EIdD59WXlvHMU4vIy7OX2n9CQjYF+cbzKUx6u3zZIcIqfMk9d81EBVEVRVEURbkUjz9uXG5Up07BmDHGDJPLGZRYu9a4XKqwMFi6FDZsuPS+rjc3+ntPuXrU8pyy9QNwF3Az0BLYJYT4CYjBSP76KNDQ1XYv8OFlGPM5oD0Q6uq/iRBiCpAKNAWeoKhyzu9SygWl9nIZ/PrLLp4duZgGDYNp3aYSf0zfS26ug85dq7Fq5eESbTdtPFZiu6DAyZ8z9vLnjL2sXHGYObOjsducOJ2SbdtO8NTTralYyRc/Pw9uH1CPvXtSeObZtgAsXhjD4LtmommCYQ82Zfas/a4lQmCxmKjfIIjHRxjz904mZDOg33SEEKSm5PLCy+0BiN6filOXpKXnkZdnx2o18dTI1hyKTadiRV/uG9YUIQR//nU3b7y2kpTkXObPO+gODgkBx09kszXiMcKqlKNL1+pciCpVynHXoIa0aRvmvm/Z0kMMvWcWZpPG9l2PUznMD4DsbBvvvLkau13nzxl7GXBHA8b9GIHTKZFIxnzf54z+mzUP5bMvbuH4sSweeKg5AL//GsmpUzYWL4ohO9uGn19R/pjkpByeHbmYevWDeOf9Loir/icLRVEURVGuZePHG9fjxl3d4ygr06YZgZNql3my7n4j/R6dO19aP5pmBHS++goaNoSgC6mpeYO40d97ytWjgiZlSEppE0IMAGYC3YGqlB4YiQDukFJmXoYx44QQvV1j1gLaui6nmwo8cqnjncvU36NwOiUHDqTywEPNMJk0AgM9WTg/hoXzi6rYCAE9e9Wm481VGf9jhHsZT6H4+Ezy84yksRaLRpu2YYRUMBZqfvjeWhYtiMFqNdGgYRB79yTz6stG6nBdl6xYdpisrJIzS1qFV3bf9vA0Y7WasDt0d58Ab75zMxVCfQhvXRl/f08AypXz4KcJ/ViyOJYdESdp2aoS69bGU7myHxUr+jLzz30AdLq5Ktu2JuBw6CQkZBNWpRwXIj/fQf++03HqkoMH0xj7oxH0OH4sC4HA6ZRkZORTOcyPmJg0enT+laysAoSAIUOb0KRJiDto88/mE2cd56FHWnAgOpVdO07Stn0VXn6tA/Hxmdzaq1aJgAnAJx8bFYyWLI5l8JDGNGp8iQtuFUVRFEVRrlPx8TBnjlHm91rm6wuZmUbelXfeuQaW6SjKdU4FTcqYlDJdCHELMBgYBtwEBAPpwB5gOjDJtZznco25QwjRDGNWySCgLuAHJAGbgYlSyktJOHtBPhrdnTf+t5L77m/K559t5NSpksELs1nQuEkIb77dmVt61sJk0mjZqjKPPzKvxNLHW26txT+bj+NwSHRdclPLiu7EsIsWxmC369jtOvn5DoY/Mo/DhzIxmQSVK/uRmJiDEFCrdiDdutXk/Y+74OtbFBgIDPRk647hJCRk0yq8kvt+f39PXn61A2AsjUk6mUP7jlWYMX0Pz45cjK3AiclkBDI0TXDXoIZYrSYCAjyYNGUgv0/ZTXCwN+GtL/xT1WzWKB/kRVpqHrXrFK3kuv+BZtjtOhUr+riDFksXx5KRke/e7/U3OxFa0Zcvvr6Vb7/6B7vdye9TIrlvWNMzxjlyJIOb208CYPzE2+k/sD4r1jwAwNdfbuaz0RsILO/F2B/78MukXUgJdofO3j3JKmiiKIqiKMp/kpTGTAaz2bhc6ypXhk2bjCU/Xbpc7aNRlOvbdfAjf/2TRqKIGa7LxfbxEPDQv2ifA3zpulwVrcIrsXjZfaSm5uFwOHnnrTVkZuQTGOjJXXc34vW3bsbT08Rnozfw6egNtGoVMJeMAAAgAElEQVRdmZdeaY8QokRuja3/HKd5i4rExqSRk2OneYtQvv5iE//32SaQxjREXYdPPlpPh05V2bsnmd596hBa0Zepv0XiH+BNxO7Hz7q0pHKYn3vJS6FVK48w4acIhj3UjAfvM9LEfDP2NgSgOyVO10XTBEIY1XyeeLIlTzzZik0bj3L4UAZD7m3yr86X2azxT8RjHDuaVSI4YTZrDH+ipXtbSonDoePlZSY314GmCSqE+nDwYBrhrcPwK2clKjKZV15aVmrQxG5zIiUIDXJyi3KfFC73kRJycx1s2ngMzXXOrBaNzMwC8vLsvP3Gavz8rJw8mc3U36Lo3LUafy+4131cFstlqLunKIqiKIpyDdmzB7ZuvfzLcsqKEEZFnu++g+bNISDgah+Roly/VNBEKVP79ibTpdMv5Oc7ERhR+uxsG1v/Oc6SxTGcOHaKb776B12XRO5OIjYmHV0vuTxn0YJYAN5+tzPDHmzG4kWxvPP2GqSR4xUvLzN5eQ5+/H47U2fcySOP3kSDhkE4HDq16wYye+Z+pk2NYuh9ZwYQzmb4w3+TlJTLvr3JRoBBQG6OnX37kpFS4uVtwt/fE5MmOH48mzHfbkVKyd9zD3DkcAZCGMttxk+8/V+dL39/T/dyoNjYdF56finde9TkmWfbuNuM/W4r77y5GpNJ0LdfHR59vCWvvLSciRN2YDZpDLyjAXuikpE6JJ7MJrSib4kx6tYLYvSnPdi9O5GBdxQl5PX2thDeuhJb/0mgYeNghj3YDKlL8vIc1K1XnqH3N2XG9D1MnrQLkOS7EsquXhlHfr6dQXf8ydo18fh4W+jZqxaPDL+Jdu2r4OGh/ptRFEVRFOX6JaWRJ8PH5/pa6uLjA+np8PPP8OKLV/toFOX6pb7NKGUqYvtJ8vOML9doUK9ueQ4cSGPnjkSefmIhz73YFk0T6LokONibpKQzK8QUqtcgiNCKvoSEeKMJcAKaSTBkaGMm/bwLk0njzddXceRwBu992JW772nEjKl72LUzkd27Ev9V0OSWnrWZ+lsk/QfWp3ffuhw/lsWAO+pzU5OfsNl0LFIjPT3fXYmmMNBz+FAGYHy4hoR4c/BgGnXrlr/gcXVd8vYbq4iPz8JkgpXLD7NqxRGGPdiMgAAjmPL5p5twOo2lSq/8rxNrVh/h53FGLhiTp4ZfOQ88PMw4HDpbNh+n/8CSlYrSUvN49eXlCAGagAaNQrjzrgaEVPBhxZoHcTp1TCaNO/vPYP26o1Sv4c8HHw8HjCBMQYEDzVQ0wwegS8fJ7NubAkBOjp3Zf0Uz+69o6tUrz7YyKJ2sKIqiKIpypWzbBgcOXD+zTIqrXBmWLYOePaHphf8qrChKMarksFKmHA4j94emweB7GjFt5l107FQVAJNZo0mTUKL2P8kXX99KQkI2UbuT3fvWqVuiQjPZ2UZOlD796jJj5iC+/KYnH43uTuTuJMBYthJ3JBNdl/wxfQ/1a41l185ETCbBHXc1AGDXzpP8OWMvdrvT3a+UkvfeXs2wobNJTckF4MfxfUlMe5F3P+hK23Zh3DmoIQUFTo4cMXL1NmwUjEBgNhf9uaH4Xx4sVsHP43fQqd1EkpNyLvh87dxxknE/bmfBvAN4e1kwmTXatQ+jXLmiPCxdulZHCBj2QDMK8h3UrOmProPJJHj3w668+0FnevWuTZ9+dbi1V60S/TudOq+9sgKbzUlBgZNJE3fx6kvLeGjYXMAI2kTvT6WgwEHhhJ/8fAfR+1PQdclkV44Tp8MImPj6Wrh/WFMOxaaX+peXY8dPuW/bbE4itidgszmRUrJr50mysgou+NwoiqIoinLta9nSuNwodB0mTQI/v7KdZRIcbFwuN00zjv2bb8BuP3/769mN9t5Trh1qpolSpvr0rcvkSbvw8bGSnl5Am5sm8MSTrXjnvS6kp+dxW586CCFYuyYeKSVSQkCAB3fe3ZAli2JK9DXisQUMvqcxWzYf4/5756DrRk4Ruysw06BhMN7eFpKTc6harRy7dxnBlNff6MSoF9qSlpZHz+6/oUtJbEwar73RCYA9Ucl8980/OBw61av78+Ho7gB4eVlKjO/tbcHPz0p2tg2LxcS+mKexWo3ZLZMm7CyRvLZX77qsWHoIqeOuaHMh6tQtT2hFX5KTchk+ohX3P9iMnBx7iQ/pX34bQHp6L154dgm3951GrVqBmM0aDodOemouf0zfS9165WnfoQoN63xPx05VGTexHzP/2MuYb7cSvT8VwL0PgI+v8VyffXox06ZG0bJVJWbOuZsnh89jwfxYOrSZiIeHUWUoONibOnUDiYpM4v++7MmQoY0RAuLjszh8OIP4uKIiUJUq+vDJR+spF+DBuB+2Ex+XSctWlbBYNDZtPI7FCh4eVjp3qcakXweopTyKoiiKcp3bvv1qH8HltX07HD4MVauW7Th33ll2fZcvD3FxsGgR9O9fduNcbTfae0+5dojiCTcV5VKEh4fLbdu2nfXxWtW+JSU5lyZNK/DZF7cQ3roynp7Gl+TDhzN4763V+Ad68NvkSBwOndLemr5+Vm65tSaLF8WiO3V0CQKYu2AIcUcyeH7UEkDw1bc9mfTzTgIDPYmOTuP4sSx+HN+XRx+aB4Cnl5k9+58kLS0Ps1mjbasJ2Gw6VauVY0/0U2d9Du1b/0xsTDp9+tXhlykDAZj3dzT33TMbgOBgL8b82Ifbetfh7znRxMdlcuLEKR59vOUFL9P5/bfdpKXmcXPn6vTs8RuagImTB9CnX90S7Xrf+jv/bDlOhQo+eHqZORqfxZff9OSl55chpaRR4xB2RJwEoGv36qxdE4fummATGurDh6O78fabqwkK8mLJivsZ92MEn368noICJyEh3vw5ezDdbv7FvQSnUJ06gUREPlHqsf/fpxv44N11QMnlOxdi8m8DuOOuhsQdyeBAdCq39Kx11uS9iqIoV4sQYruUMvxqH8fldr7PcEX5L5ISRo2CkyeNwMP1LD/fKEM8ceIVfC6Fv8ep75vKNeJiP8PV8hzlikhLy2PUc21o1jyU3FwbfXpOpXmjH12zSyTffLGZvXuS+OvPfdjtZwZMvL2N4Er2KRtz/opmxFOt+OzzWzFpAs0k2Lb1BF261iAo2JuKlXzp2as2y1c/wOdf9+T4sSx0XbJqxRFMJuM/b6dD59dfdnFz+1+4uf0vdOxUFQ8PEzVrBvD9d1sZ8+0/ZySkBVi8/D4++Lgr+/em8NnoDQDc3r8+jw5vgckkyM62keeqaGO1mnjrjVV8P2YbA/tNd/eRmZlPjy6/0rHtRJISSy7d2bb1BC+MWsoH765j6dJDII3PmUOH0hn/UwQbNxzlpx+2k51tY9zP/QgK9sZudzJrzt20bVeZkU8uwumKVNx1t1EGGWD9uqPuxLkAKSm5vPvWGnSnzv59qdx5+x989P468vOdlC/vxaC7GzFq5KJSX8uk5Nwz7ls4/yBPj1jIoMGNeOa5NjRvUeFfBUwAXnlpOdu2naBFg58YPGAmjz80j/dfX83Dg+cw9vMt/2qZk6IoiqIoyqWKjISDByEw8Pxtr3WensbynClTrvaRKMr1R82FV8rcvr3JdO44iYJ8HU0T7sBFQkI2/3tlBd161GDizztL3ddkErTvUIXBQxoz6unF7vuXLo5l0bL7eeN/K9F1iZeXhSpVy7Hv4NMl9q9ePYD3PuzKrp2JvPdhV8oHeTFv7gH63F4XP1eeEIdDZ/RnPcjOtnMyIZvhjxizUWrVCjxjdoe/vyeLF8Wyd28Kez9Yx4uvtMdk0njltY4snB+DrkvatgsD4NQpm7t8cqXKRSWNN64/SuTuJKSULFt2iEF3N+T3KZHUqx9E9er+aJrA6dTp1LEqPVfeT0pyLkPvmYWuF5U5njNrH3HxmZxMMBLnvvn6KtatPQqA1CX7Dj1Nq+bj3blb+vevR36+g4ULjCVPTqfkeLF8I1u2HHffTk3N4/uxxl8bhTAuPj4WsrONhbATJxfN64yPy+T5ZxazbNlhAKZPjUKXErNJw+SqPOwsSh9zTkkJOdzWteiTfO6f+xFOgYZgydxYRr+1gdiMUXh4mNm2/jgfP7+WlBO59Lm7LkOfakZejoP6N5XBYmBFURRFUS7YjTS5YOpU8Pa+MhVzxo0zrh8vw/z5lSrB4sVw++1Qq9b5219vbqT3nnJtUUETpczFHExDd+X10HVJ/fpBREenouuS2bP28/P4sy9AdDol69cdZdPGoyXuPxCdxpbNxxh4VwNuvbWWO9ErwLSpkbz20goeeqQ5733YjZGjisr1fji6uztnSUpyDhMn7CAg0JPadcrzwrNLmT41CiGMJLU1a5Ve0P7xJ1oSsS2BPv3qsmH9UZo2C6VSZT+iD40s0W7gnfWJjEwiJMSLJ59u7b6/U+dqhLeuRH6+g169ajPmm6188vF6ACL3PUnU/idJSsrhoWFzycoqYM78IXh7W8nNtWEyaeTlOdiw4ViJse4Z0hgkLFkcy9OjWrNjRyLp6fmA8QHy7AvteOyRv93tTSaBEOBwnPtTpfBDJyfXTvUa/oSHV+aBoXN4amQ4b7/XhQ/eW+sOmADY7cb0EqfTSd++dVix/AgSh3tZ0LkIjASzZrPA6ZBI/bSpcDo08B9DOV8P9Fwn0gEmNGaM3cOcsfsxIbBKDR9vC0NfbQ55TmK2pNGmbxVSD2fTbmg1aoQHIYSGpqllP4qiKIqinF1sLOzaVfa5TK4kkwk8PIwAzejR11f5ZEW5mlTQRClzffrVpVfvOsz/+yAAMTFpfPd9b779eguxMenn/eIOp81WEODhoTFk0CxAkpVRQEgFbw4eSOP+B5ox9tttpKfnM+7HCN77sNtZ+1y0MIaYmHQ0VyLaP6bvwW7Xad6iAnPm30tQkFeJ9rNn7SclJZeHH21B3InneOrxBQwa+CdhVfzYUUqOj5dfWM6MaVH4+lkZ9VxbEk9m41fOAz8/DxYuvc/dLrSiD0IILFaNhIRT1K5TnpMnczh8KAOnU2dg3+lUqerHh6O74+1lpk+vaei6jqZpPPbETXz8SQ80TTDgjqLA0ZbNx7FYNOx2HYvVhI+PhVHPtuHZkYsBgcViYtDgBvz2a9R5z73rlJOUmMOsmfsA+OL/NvHUyNZ07VadGdP2lGwrjGDLgvkx7tsXkt9EusZxOCQeHhoeJhP5OU4KP88FICTkZNkwIzCjoSHQMIIrZikwoeHMcTLj7V14SA2ThLjlyXgg2PptLJ6ARdPxtOh4e4B3OUFIQy8qNPan3n318QnzxSPQC7On9YLOi6IoiqIoN6a//gKz+cYLLFSoADt3GklTw2+47EyKUjZU0EQpcyaTRoubKrqDJiEh3gwa3JCjRzP55KMN7naNGgfTpl0Ye6OS2RGRgMMhadwkBH9/T7b+c9yd66Rxo2D27k1xz4KoVr0cd/b/A4DYmHRiDqZhMgleeLk9YJQU7t93OuvXxtMqvDJ/zh5EYKAXdpsTW4ETs1nQpGkInTpXY+Xyw6SnF5wRMFmyKIaHhs1x9/f4iFakpuWh65LMjNLL5hYUOJDSmH3x99xoHnngb7y8LUTuG0FgYFH/9z/QjCZNK7Bq5WF6dv+NgABPtu8eTrsOVdiy+RiJiTmkpuaRfcpG1241mD7zLk4mZHPvfU1Yvy6e115ZTsTWBKrXCODHCX2xWEy0bRfGijXDePTBeaRn5ON06gy9v6k70arulIz+aP0Fv4ZSQl6eo+gOAZ+N3kC9BkFYLAK7vSjw5ednJSvL5t4Pzh4wKQyqnM5RINFxIFwhk+K/rwhAd11LJFrhfBRhvDbGgh6DGQ3h6sUMmAV4aOBpkliEA5PNQe7+DE4eiSdj+TasVhueXgVYrE7MVhuevvlYLA6svma8m9TEo1oI5uDyWGvWwxpWByFUWihFURRFudGkpMDq1cZylhuNEODvDz/9BC1aGIEhRVHOTf2YKFdE/BGjDK2Hh4kdUU/g5WWhRs0ANBPoTrBaTfTuU4d33u/KuJ+288+WEwD8781OLJwfQ6PGwfQfWJ87+//Bnj0pJfqe9PNOCgqcaJogKysfKSVWq4lmzUMByMoqYO3qOKSEf7Ycp3njn9gT/SSxhzJcy1SMr9VWqwlNE6SmnJnoNCoqyf3l/t231rBt6wl+GNeX2bP207lr9VKfc4dOVdm44Shms8bvUyKx23XsmQW89foqxvzQp0Tbps0qcGf/GRQUOElNzcPphJwcI6msEFCrdgD796fg1HXq1QvilltrYbM5uXPAHzhcwaQdO05yz9DGhLeuTPnyXgghiI/PxG53Mnd2ND+PjyAx0XhuQkC16v7nfd3qNwgiJ9vGsWNF+U8KZ438+MN2fP0sJQImAPn5jguunFNawKQw4KEDGtIdOAFwomPSTAidEgEVWcq+RXsV9mGUWnLPXNFA0ySaJjFpOppJYrZITGYds9mO1cOOxeTEYrVj1nLg8BacJ+wILzt2rwJ0TxualxNhLkDzcSC8nAizA4IbI61OpF8d9KBb0MxWpDkUzVIFk6kot42iKIqiKNemRYuM31EK87PdaAICjBLEa9dC9+5X+2gU5dqngibKFZGRmY+mGTMBzGaNLZuPk5lRQGCgF7ouGf1pD/r0qwNAcJA3ZrOG0GD50sP8MX0PCJg4YSdO55nfsnNzjRkQUkp27kik+y01qVjRhx/GbuXt11dy/0PNCAr2IjUlDykhN8fO8WOneOGl9hyKTcdq0fDyNvPd2N78OnkX3brXPGOMBx9qwaIFMRw6lE5Kch4zpu3hy2968ejwm876nJ9/ZgkOhxE5SErMdleysXqYeOKx+fj4Wvn0/3pgsZjIzCwgLS0PgK7dahAY6Mn9w5qyM+Ik7TtWZcO6eD58bx2aBmaLxr6DIwkM9KRKWDni4jLcM1oG3zkTi1Vj2ow76dajJi1aVmTLpuPMmBblDpgY5wriXIGsc75uGXkkniwZRCoeDMk+ZT9jH5vtX5bNgcJ4BlA0g6QwKFK4bEcrDH3orvwnSExo7oAJsrCtKJYLRZYIriAFEt29XXwGi5TGewhAmIqS4BYGV4QAYZIIk25cW0CYnGheEuGhIyw6eOlIuQspJXpBJHrabJxW0M0CaRHoxjoipCZBcxrrioofhG4CvRJCNkbIWzCbqmOx1MNk8kQItWRIURRFUcpafj7Mng0hIVf7SMpWUBBMmAAdOxp5ThRFOTsVNFGuiK++6cXqVXHk5NioWulrY1mMRWPwPY0A+OKzTTw9YiE/jO9LXq4DMBKBduxUham/RWK2aORkn/kFvZCvn4XsU3Z27UykfHkvvLwsrFx+BIA3Xl3lbjd0WFMaNgiifoMg8vIcLFt6CF2XBAR68fV3vYjYlsCX/7eZib/257beddz7mS0azZqHErk7EYCgYG98fY0vsakpuQy640+sVhN//DUIf39PADp0rMLaNfGYzRoPPtyC4SNasWRhDP/36UaSk3MRAlJTc1m5/DANGgTz8ac92Lj+KKM/6wHAw4/exMOP3kS3m39xB4ukBIfDyf9eWcFPE/ry0msdeGHUEgoKjKQvui4pyHcy6I4/Ca3oS3a2sUwmNjbjvK+R1arRslUltm9PwO4KfJweMDkXbx8TuTkXWCrHxQiklZxxUhgkKRHQcIVGtGL3itOuC/c7PeBSdL9AiKKBpCycoeIKqohS1i2Lwl5OO6DC21qxbU0WBUFMrovm6rjY/SUCJsUPXAd0CTIBqZ9E2FfidIDukGgOEHaJZgNhB2EDYRNgFwibBjYNbBZkgYZ0mJF4I71r4dT80FMzkQXgqFAfa532SM8ALKFVsAaqSkOKoiiKcroNGyAv78YPmvj6Qnw8LFkC/fufv72i/JcJqWoyKZdJuBBy29U+CEVRFEUpQwK2SylvuPSJ4eHhcts29SmuXLorUTq3rEgJI0ZAZqaR9+NK2mfk2qdhwys3Zl4e5ObC5Mng41MGA1zhGsDX83tPuTKEEBf1Ga5mmiiKoiiKoiiKcllcz19Y9++Ho0ehSpUrP/aVDJYU8vKC5GSYNw+GDLny419u1/N7T7m2qaCJcvm0agUX+FeqjIx8Incn0rpNGNmnbDz7zCLmzTWq64wc1Zq5c6LJzMh3V2EprkZNf958uzOPPTzvrP2bzRpffH0rJpNGz1616XrzZJKTcvhhXF/WrI5jyuTdAIz9sTfDHmx+zmN9+vEFTJkSScWKPiQm5nBb7zrMmDXojHanThUwZfJuWrcJY/3aON55aw2tWlcianeSe/kMGMlw/cpZSUnOo1v3Gvz8S382bTzKsPtmo7uaPfJoC74ecxsAk37ewbMjl7j3r1TJh9Gf3UL/gfU5mZBNo3rfux97cmQ4Rw5nsGhBDADe3iZyc0sumQmp4E3rNpVZvjQWm03i7WMmN8fBv2W1au6KRpfMtbLFpAl0vXA1iwAJXiYz0mmsYLGgoUmBBaO8sBkNs9SwoOGBhkUa21Y0PKWGh9TwQOCBwBOBp5B4mXQ8rTqeVgfennY8PGx4edrw8LTh6VmAh2cBHq5tq5cNs0cBHl42LJ42zF6FFzsmTxuatw3N247wdCC87ODlRHrqSE+J7gG6B0YuE6tAmgW6SSJN+lnymQC6BlIgHBrCiXtZjnCAZpNFS3PsIAo019Ick/siXRe9wIJuN6EXmNELzDjtZpw218VedO2wmXA6LDjsJpwOM3abybjfYTbuc5px2M3YHSacThMOuxmH04zdrhnbDg2H04TDqeFwaNidGg6nhlMHu1PglAK7blw7AYfEuMa41pGubYnTlW3GKYzFWA4kEonDta0Xtim2rbsWbulCuraN5VmFj7lPq5DuJV66q9/CPnDtI11t3S+HKGpfyEnJN3vxx4pGoFh7V4/FXmdNA4d+ZtvTnT7W6bx9NPJyjZ8/sxm8vC0ElvfixLEszGaN1h3DQAri4zJoflMlGjUOISengCWLD3HiWBYVK/pQo2YgISE+DB/RghXL49iy+Ti9bqtFbEw6CQnZhFb0Jai8J0eOZNKtew0qhPrgsOvEx2eydctxHE5Jo0bBNGlagbS0fBo2CiY1NQ9NCBxOnXLljEXyEdsTaN4ilJMJ2bS4qSIHDqTRqlUlNm08ys1dqpN9yobFouHpZXb/HxreuhJz/oqmfJAnXbrWwOnUWb8unoYNQ6gQavw5NDUll+j9qbTrUAVNKzrJe6KS2BFxkrvuboiXl+WMc2e3O1myKJZmzUMvKCF2cTsiTkKrG7CchqIoAMyde2OWGT6X0FCYMQP69IFy5a720SjKtUkFTZQrKjkph5UrjvDR+2s5eTKHwUMaMeaHPuQXK2c75tutJfbx9bOgCeEOoBw/dorIyCTMZoHDId1JXotzOnWee2YJjz1+E126VSclORdd1xkxfD5SQt165bn99roknMimRpVveP/DrjzwUFHw5JdJO/l7djQffdKdLf8cByDFlUh23br4Up/b22+sZsrk3QgB8QnP8dgTLUlNzSO8+Th3m4AADyqE+pCRng/AkSMZBId40/O22nTuUp3VK+MAWL3qCMlJOfz+227S0wqYOWcQgwbOBCAhIYd69YLYvi2Bl19Yiq+vhWxXvpcJP0VgsRalQbVazWcETVJTclm8MIbCb3KnB0zOVgb4dE5nyYCJpkHHTtVo2CiIcT/uOH8HxcreuKve6CUfFoDTKYuSwBZ7tHDbyGFS9IVXCBCSEl853b/7uH4LkrL0X4gKn48stpO73ek7lNgs5YQVv0vKUpucS/GKP8X3FaX2UzJXS+mHdCG/ARbLGXPW5rLYv2dpUSyxryaglPzN7j5KPFRqTpnCtmfp5BxPS57n8RLtLrDPQvppe13oy6vr//qtUKrcnKIfFocDTmXZOZVlRyIpcDhZvSLe/TwOHcpk9qz9JfbPzLQRHZ0OwG9TIt33L1kUW+p4v/0aWer9hQrzE4FxbbZoSF0iZVHFLatVc20L/P09yMgooE7dQGIOpqNpgt596zBv7gGEgG/G3Mbzzy5B6rB6/YNMmxrFuB+24+1jIebIMwghaBf+M1lZBTzxZCve/6gbYFTv6tFlCrou/5+9sw6P4tr7+OfMrMVDEhIIFtzdvdBixQpVWqClFOrucnm59Vt3AdpboRRKcQoUd3d3SSgJMeK2u3PePybZJCQB2gsscj7PM8zuzJlzfiPs5nz3J+zccZr3PuxRwtbXXl7KD9/vwGbTOXbySSyWCysdvm9vAr1unHhBbRWK65mrNUQiORlWr4YKFbwzvjfCc8BMApubawpGw4Zd3rEvNlfrs6e48rmwvxQUiovEwH5TeOzheRw/nkpOjouN601B4sln2pV5TEa6k+wcF11vqEZwsB0hBDVrBGO3m5rf2YIJFE78J4zbRliYL+9/1IOb+9XB7Za43ZJDB5OZNfMgX3y+ieSkbD7/ZKPnWLfb4MlHF7B40THGvLacbyf0w27XEQLq1A3hp19uKdXOSpUD0DRBYJAdi0UjIMBOVFQwI0Y2RwiwWAVpabkcPJBMQkIW7TtWZtx3/QGwWnXGvn6Dp6/U1Fzq1fqSMa+u4OMP1zPk9unFxvrm680M6j+Z7dtOewQTMCvoFBVBUlJyS9hpGObSunVFrNbis8OC63a+X1hsNg33WTlfrVaNzZtOnVMwKdZvkZljYJCtWGnhAoomfi3Il2q+Ljnt9Igosvj74m3MkxNnZ5o9yz5B8Wo65qBFLBDnGORsg4q+/ydc0Az77M5LE2nKVFPMrfKCB/tbGBfYpbiQn/XOIapc0VwHqcMKEjoXCieFJ61pwvN/y50vpDhdps9PRkYeCLO9v581X1BxEBRkJ/+/Kw4fC6kpuUgJOdkuDENiGJL09DwMQ5JYpEy8pgls+Z/XgUGll4MoEGcNQ/J38roZF/owKxTXOQ8+aC5XG0uXgtvtvTLDq1aZizeIiICpU+HMGe+Mf7G4Wp89xZWP8jRRXFasVhfTxWwAACAASURBVDOko4AjR88wsO9kXn6tE3XqhnLwQFKx9rqeX1BEQr8BdTh4MIngYAfPPr2I0DAfXC43ubklS9wOvKUuC+YfwWLVWLsmhhEjm3Hf/U2pHfU58fFm5ZrGTcLp2i2KLz/fyJh/dyEvz83puAyqVA3ipp41WLzwKFWqBNK4STgWi4bbbdChU1Vu6lGj1HN79vn2dL+xOlHVg7FaC79xO3etyrhvtqBrGvXqhbB7VwKaJujRswZt21XC7Tbo1O6/7NubgMOh43IZ9O1fh8mTCn/ZLXrNAKb8uoe8vL9XqaaoRwrAiehUnM7ikwCL5dwhNxaL4L8/DODe4bNK7DPvQ3E7mzYtz44dCZ73ZfWblprnEUiKVsORRf4tXjlHeOahBdtL67u410y+6CELKxHJc7gilD6HN0sPn0d/KNJJUUPKHKrUg0prXlgx6Hwdlbb/7HpDBRTx3xFFxj/HuV2IvlFweLGiQ2WITEWLFJV1aqLg3pUmvJV5THGt64L5J8eUNX7BiyJonP0/5fwEBdnIynLhchv4OCy43G6q1wgmI8NFWmoOFl0jJ8eFn7+VgCA7p+MzcbsNqlYL5nRcJnlOF3a7hRYtKnLbHfVZsugYW7ecIjvHTXaWk9DyPrRqVYkD+xOpVSuEVm0iOR2XSXp6LlWrBrFu3UlcTgOHw0KFCv7cPqQBAf52tm6JJS42g5BQH06cSKFChQDKl/clK8uJISWVKgVgt1sIj/Bj/95EatUOYdeueDp1rsLqVTF06xbFjOn7CAiwc/fQRox4oDlR1YMJCfFh3sJ7CAy0UaNGOd59/0Zata5I6zaRns/XxcuHsX7dSe4c0tBznWw2nQ2bR3LgQBJdulYr9Vq+9W53OnSsQtPmEcU+q89Hw0bhzF0whLbtnv+bd0+hUFzpuN0wfTqEXaeF5Ww202tx5kwYMcLb1igUVx5KNFFcVmbOvYv7hs1k1YpoDMMsDbts6XFSUnLYsGUkLzyziO+/2+bxYihYuwyD1/9vBenpeZ7SsEmJ2fj4WMjNLZn3JM9poGmC9LQ8nnh0Phu2PEBgoIPFK4YzZ9ZB2raNJDPTyXcTtjHhvwNo0bIiHdt+z/59ibz4SkfGjO3CqpXR/DJxF2Fhvtw9tDG1apWja7coJv+6mwED6+LrWxgrbxiSxx+Zz949CYx+qAU//7iT51/qQLfu1Tl4IAldN526xn/fn+efXcT6dX+RkJBJw7pf0alzVfbuMYWFAbfU5Y23uhES6kNkJX/+mHOQXTsLRQchoGfvmiz68yhgikpne3yURcZZJZvTUot7oeg6DBhYh2m/F3fjL4q/v4377p2FxaKRl3f+ad+ZUjxdyuLseWph+M3ZHiaeAsLFwnYKwnIKnEgKJsxFhYaieScKJ/5mn6UKKEVEhIJVsUl4/kDnnV//rZl72W0Lz76wrHKZlNBIylJ68sWqs9qVFEaKBtPIs7aXtLKoXiRkcXsL7k+BeCCK7NAw850UroWZ30MUuEaa70WRjmx2CI30xeqwgpDExqSTleGmeqMAMtOdpGe4yMs1CK/kS91mIcQcyaBdj0qsWhhN9TrBNGkXQblQH7KyXKSdyaFmg1CceW7KR/iA0NB0DV8/nVPRmTRuGY7hlgQE2dF1gWFILBZz4u12GxiGgdV65X+13j20yd9q/2QZ2xs0vPCanPXqmbORRo3DARhyt5lP5OFHW3vatCiSL6Rlq8LXvr7WYiGUBf0U9FWUipEBVIwMKNMOm01n0K31LtjuorRpW+kfHadQKK5sduyAlBSoUsXblniPiAhTOBowAEJDvW2NQnFlceX/ZXcVI0x/89pAS6BV/roFUPDX3I9Syvsu8pjHgdJ/XivJCinlDRdz/PNRrpyD32fczprVMURVD+bWgb9x6GAyPXvVIDo6jdZtKiE0OH4shUULjxX7tTsry5z0N2xcnlq1Quh6QzWaNqtA9y4/edpUrRqI1arx3oc38d34bXz0/nr+OplBs0bfcjT6SaKignn8yTYAVK/8KUlJ2axcfoJvJvRj/75E3G6D9etO8vOPO8nJdmG1Cj54bx1SSgbfWo+331xNbp6bFUtP8PX4vp5xDx9KZsqve3A63Tz68HxcToMtm6dxOvk57hvRjB3bT1O7Tgi/TNzF6pUxAEz4dhtOp8Gvv+xG10FKwU09apCamsuH76+jR68afPT++mLXT0o4dvQMum7mc4mqHkxU9XJ06FCZU6fS+W78dgACA21kZ7vyJ3Gl34usrOK5TNxumDFj/zlzmhSE+7jd5xZMLBZB/4F1+GPOoXO2K6BotEyhMHC2dCCKTccLfVAKvE6K5PUo5fiC95oo9DQp2kAUcXcoiFQ5W5go6olR1OAyZY6zBZazT/qfUKqYUbCW+U4tMj+EqMgaiRAGoOWvDYTQQRj5oTH5+zQ3mqZhaGbIjNDAopvXS9PdCEND1wR6iEDarbjSBH61gkCzogc70Bw2yrcIxS/cjyrtwpEI3LluAir5IDTzThdN2ulNHh/b4W+1r1mn5E+QWpEgV13XPAKpQqFQKK4eZs40c3tcz9hsZvji9OkwapS3rVEoriyUaHJp+QB4xttGXEkkJWWTnJRFu/aVqFP9C88k/MsvNvHVl5vJynRiGJL+A+p4EgVarRo/TryFEcNnIaWb3TsT2L0zgVkzDtCrT00sVoErP8xk7vwhzJ17iJdfWMI7/7mRLz7dSF6eQWpKDgsXHKFdh8oEBtrJznaSlmaOnZKSy123TQPM2Pm7hjTisYfne4SJgpj3FctP4HS6cbvczJ1zkK6TqjJ50h727U3klymDaNS4PCdPppOb4yI134vjP++soV//2vw8aRAAbVtO8FyLtu0qsXpVDEIUeItIqlYLpGf3n0lJyeWnH3aWCMGJjPTngVHN+fzTTcTEpHH0SAo+Plbe+HfxINi0tDymTr+Ne+6a8bfCeIy/F/FTJi6XZMa0AxfcvkCqEEVkipJTT1nEW0Tkh+UIDPI/yGRBeE9hL8WFmAKxpHCfKNJ3UYptL6IgFeb9EJ5DysqPUqyjgvAcWWRHUWXqrOMLkttKMIUGTSI1EGZxHXNMzazEI3TMajy6AF2C7kZYBZpPAAQ1BHsYWmhdLD4hCHQsUU3RDTdaQNCF5RFRKBQKheIaJj7eLP5YSTmSEREBs2fDoEHXb6iSQlEaSjS5tJwdLJ0OxAANLsPYCcD5ckcnXgY7PKSm5tCs4Tfk5LjofmNUsSSl2Vku/Pxs+Yn5YNXKaKJqBBMUaOfr8f0IDfWhWfMKbMhPHAvmnHPBvMJKDw6HTrPG32IY5qQyONjBrD+G8NEH69ixLY7bBk1FCKhRsxw9e9cokScEIDfHRecuVRl8W322b4vj0MEkT7v4+CwcDh2Hw0pqai7/emU5ycnZuFxmpZ79+xIpF+Jg1IPNmTB+O+lpubzz5irGf7uFDz7qSd16oXz5zc0ez5hTp9KZOv02li05zoQJW0HC9Gn7PdclJ8f0BCnw/NAt5rYXnltS7Brs3lUYvmOxCIQmkIbkrjumIc9KXBgS6qBiRT/27klCSmjQMIwbukUx7pstuFwl3UsKql4U5UKr6/zT9gUUD8spIobkqwlldSmLHFE05YVE5AtgZwkk5xU88v8pbcB8TcVT0aag+4L0Lm7M0jE6ZhkZg/z7kx98UhCjQpG14Y+wdEeztsJu7Y5uKY+UBpqmPq4VCoVCobjYLF1qrjXlKIjVav6QN22aSqiqUBRF/RV+adkLfAxsATYDB4GuwLLLMHaWlHLmZRjngslIzyMnx6x8sGTJcc/2G7pVIz4+k9f+rwvHjp5h65Y49u5JYPvW0wD8Of8QX3+5hYMHkov1Vz7ch4T4wso5OTmFbhJCCHr3qUXHTlWoGOlPiyZmDTIpzZLFa1efBEDXBVarTl6eKdo8/2J7KkYG8M34vuTmuvj4g/UsXXyUQ4fPkJGeh6YJcnNd6LrgoUdbcfxoCuvXn2TXznikhNNxWXzy8QaP54sQZmWcBx+YixCCA0cf5Y67GvD7b3s5djSFZ59eSMdOVfD1sfLI461p1rwC343biqYVJszVNPMLrPuN1Vm6+Fixa3C2IOFySSpU8CUuLrPUe5CakktyUo7n/d49iRw8kOTJCXK2uFFaaM/fFUAupH1p4S0SSiSH9ezwvCieK6NIStMSY5SljZSVDFYamG4dsqDikEAaAsOtIZ0grSBdGjJPgG66gYiCRLGGgWatgjCCkOHfYbf6o2nWEmNcKEKov+QUCoVCobjYFCQ/VV4VhVSsCHPmwK23quuiUBQg/k65PcX/jhDiBgpFk0uZ0+SElDLqYvZ9Plq1aiU3b958zjYL/zzCpg1/8cF763C7JYNurcuiP4+SkeGkWfMKJCVmEReXgWGYpYHPxZixnXl9bMnabM2aR/Dehz0YOmQ6OdluTxgOmGWBu3atxrMvtOfLzzfRf2AdNm08hcWi8fSz7c6ZjyA728mH763jg/fWYbForFp3H/XqhzH0rhnMmX3Q066o+NC0WTj9B9Tlw/fXoWmCg8ceIyDAzohhs5gz+yC1apdj795EkGa+lxde7sjpuHQ+/XhjqWJDpy6VWb3y5DmvS5euVTh6NJXTcRm4XIWVcHx8LGRnu0q0F6JQmIHSvUsAHA6NnJy/W/PjwhCyuEBiOmDkJ3qVYEFDRzO3SbCiYUVHR2CTGhY0rFLDhoZV6tgQ2KVmLgjsCBwIHJrErhn42gwcNhcOuxO7zYnd7sTHJweb1YndkYvNnofVbr62OpxY7E4c1SsT0Kcn1rAQrJVqYLHZlZihUFyHCCG2SClbeduOi82FfIcrFNcamzfDmDHXdwLY0jh50kwI+z97mxS486r5puIK4Z9+hytPE8VlpWevmvTsVRP/ADuLFh5hy+ZYdIs58ezQvhITJmxHSoiqHsyRwyWLxRetFvPeu+v4YeJAvvhsI4cOJJGZmUdwOR+WrBjOf95ZQ0J8VrHPaJtN5+PPetG7Ty0APvm8NwA33lRYQnjOrAOsXXOS515oT2iYb7GxfXysjBzVnM2bY6lXL5R69cOY98fhYoIJQKfOVVi75iRut8TX18ZzL3agafMKHD6cTN9ek3jksdZ0uaEq0dGpVK8RxP59iRgS/PytvPLiEqQsWR64gPMJJna7zksvd+Lxx+ZjSAO7Qycn27xgpQkmYH6PFa3AU1Qw8fHVyc4yd14qwQQKk7qeXWFFSomWH7diINE9FXOEJ7PJ2WE8RUNzikbJuJC4DPP4PJfIFzx0hAYRN1Snzevt8C3vh9XPdsnOU6FQKBQKxZXDrFngcHjbiiuPChWUt4lCURQlmii8wpNPt+XAgSRWLo8GTCHax8/Ki6904Ocfd2Kzlf4LftHJfU6Oi9H3z/UkOhUC0lLzyM11M+zeJixbcpykpCzSUnN58JGW3H1PY6pUDSrTppSUHO4dOgspJdnZTo+oUpSKkQHMmH0HH32wjrCg94tVkalRM5jadUJ58+1u/HvMChYtPMp9I5siBPTqXZOHq/5BYkIWo0fO9XijbNp4CptNp3GTcLZuifWIPBkZTnr1qc6f84+VsOFsGjYqT3a2k+PHUvD1tXBz718Lr5fLTbfu1Vi29IRnm92uk5trXjOrVSvmjXI2BYLJpUajeFWcwmSwhSWF9SKCihsDHR2J9AgjUkgMKXEKA01qWB2CSg0DqdsyjG6jahFaxZ/AcPWXkUKhUCgUCjMB7JYtKgFsaVgs5t+pU6fCww972xqFwvso0eTaJVQIsRhoAgQDqcAxzNCgcVLKI+c6+GKTk+PCbtcRQpCT4yIz08n9I5sx+Zdd+RVq4OMPN2C1auTluS/Yi69oZZg27Spx55BG9Ov9K82aRfD9TwPIyXZRt15xiXzF8uOMGD6bbt2imPBDf08FET8/K5GVAog9lU6r1pFljjlt6j7eGLuyRAhL9Ik07hnWBJfLYMniYwhNYLgllcI/wtfXSucuVZk5fT+ySEEWIcxz2LoltkROkYULCgWTskJm2revzJChDXn5haUYBpw5k1uizYrlJ4q9LxBMgFKT4QKElffhTHLOeUOkLhalVc8pus8siGt6mkjAP8DK7fc1JDkum9seaED5CH/yslxUrh1IQJASRhQKhUKh8BYtW5rrLVu8a8f5WJYfLH+lJICdPt1cDx7sXTsKqFAB/vgDbr/96vE2uVqePcXVhxJNrl38gRuLvA/LX1oDzwoh3gdek1JecleCWTP2c9+wWTRoUJ55i+6mVdPxnDmTw0OPtio2KTcMWWxCDyVDIW02jby8wom+3a4z4JY6zJ1ziG1b4khKyOLw4TNs3xbLLxN3IYRgyrTb6NY9ynPMd+O3k5iQxe9T9/Lpl73x9zfDMaxWnS07RnEmOYcKFf3LPB//ABu6LjDOqkwjBNSsWY6M9DzzPfDFp5vIynKRkeHkjzkHGf1QC779eqvnmMpVAsjNMUhKysLtlui6WeHFMMxzLhBLypXzIT09t/i5O3T27UvgiUf/POf1L01sORdWq0ZiQmGCXY+rxyWkaNLXs18LIKS8Dx+P60W9BmEEh/rgH6BCaBQKhUKhuBLZuvX8bbyN220mgA0N9bYlhSRe1pqW5+dq9Da5Gp49xdXJFaKtKi4yp4DvgSeAO4FhwL+BXfn7deAl4Lu/27EQYnlZS1nHfP3lZtxuye7d8Rw/lsqZMzkYhuTokWSsVg1dN0NMCggr7wPCLJ/78qsdCcifIIeG+bBs9b04HBYcPjojRjZly45RtO9gVp/RNEGTphH4+FiQ0vSoEALiTxevJPP0s+1o2Kg8Tz3T1iOYFGC3W84pmAC0a18Zm62k3jj29a7YbDrx8Zn8OPEW2nWozL59CR5xJS/PYPnS4zgchZWoY6LTiY/P9IhHbrcsJnIUvE5Kys4XVaBqtUC63RhFbo67WNlmMHO+6GcXui5CQKANu+McDTDFo2JcDmcTYXqSAHTqUoW4jOc4HP8kn4zvzaGkJ9h18hFuurkmlaOClGCiUCgUCoXif2LnTkhNBV/f87e9ninwNrnSBB2F4nKjPE2uPYYCa6WUpfkXjBVCPAx8jimc3CuEWCSl/OVSGpSVZSY01TRo2iyCjz/rydrVMfw2ZQ9OpySsvC9NmkawZ3cCAEmJ2WhCEFW9HM+92JG331xjHi/gyOEzdL8piuYtKnD4UDLDh85k6+Y4NA1efLkjKSk5tG1XibVrYgB476Me3H5nAwBO/ZXO0LtnULVqICvW3IfNVrp4sHVLLJs2nuLuoY0ICLAX27drx2kG3/IbmZnFk7QKAYsXHWP9ulUIAZN+u5XBt9Zn9cpoNB1c+WEwBw4kc9fdDZk8ac8FXTuHQ/eUUi4QVqJPpBF9Iq3U9u7z+A117lKVxYtK5kkpGhpUcL8Ktgvx971Vzseoh5pz620NuH/4LKpUDeRfY7tQqVIQNWoGe8KlAgPtDBne+OIOrFAoFAqF4rpnzhyw28/f7nqnwNtk2rSLUElHobiKua5FEyHEA0Dli9GXlHLsxejnf0VKufo8+78WQpQD3srf9BpwwaKJlPKGsva1atWqVJ+Elq0qsn3baSpWDABg2L1NSU/L45eJuwFIT8vlriEN+f23vTidBrpuFp3NzMwjI6PQkyIry8mIYbNwuyXz5h4uNtE3DNiw4RTLlx5HCGjcOJxdu+KZ/MtuBt9aj4AAO3ffNZ2tm2PZvPEUdw5pRJ+ba5WwNTfXRe+bfsEwJHv2JPDZF8WTwfbpOalYCePC62Imgl231qxuExho594RTenRswYbN/7FmFeW4fCx8PCjrcjMcF6QaNKmbUV631yL/7yzltyc0tWQsnKdlMW8uYdL3V5WDpmi+VcuBroumPnHnXTtGgXA/iOPXbzOFQqFQqFQKM5DUhKsX68SwF4oERGqko5CcV2LJsADQNuL1NfYi9TP5eAj4AUgCKgnhKghpTx6qQaLPZUBwMmT6XRu/19uv6M+x46lAKYXw733N+W2QVMJDfNh07YHeOqxP5k+bT+xpzKoU+NLTz+ZmS4iIvw4nR9uIyXUrhNCZKQ/AYF2atYKYeXyE9SqXY70jDzcbsma1TH07D6RtRvvp3atELZujkXTzIK1Tz+xgNEPtaR+g8LQIF3XCAy0k5aWS8UKhWE6qak5HDxghhMVUC0qiJjoVI9o8f2E7cxbeA/OPBch5Xz4+svNhIf7cvhQMi++0omTMancdkcD3n3rnLqWh40bY9m4IfacbXRdw7jYbiAXgYAAG+npeVgsGtWqBfLYE21o274yjRqHe9s0hUKhUCgU1zHLlhXmjVOcH6vV/IFOeZsormeud9HkukRKmSOEWA/0yt9UF7hkosn7H/dg9apo0tLy2LH9NDu2n8ZiEVitGj4+FiZ8uxXDMMNypk3dx6qVJzzeDTnZLk8/bdpFMnf+EAb2ncKO7XG8/1EP+txcmwE3/8rKFdFEVPBj4q+DuKlnDQ4dTGJQ/9+Ii8tgz+4EXv+/FXwzoS8jRjajfsMw2rX8jtjYDNav+4t1m0Z6xrBYNDZsfYCjR86gafD5Jxu4Z3gTunb8gdNxmdw5pAHLlh4n+kQaMdFp/PDzQIbfMwsAPz8bqSk5DLt7BoYh0TSB02l4PGI0XRATk0ZmRt45r1d4hC/xp7MuKJdIWdVvvEmbtpHM+uMu/PxU7hGFQqFQKBRXDldiAtirgQoVTG+T225T105xfXJdiyZSynbetsGLJBV5Xe5SDvTOW2tISysuFLhckkaNwxh8W33efWs1brdk5ANNee6ZRbicpasFL73SCYfDyp9LhgJw562/89jD86lUKQBd14g/ncWI4bOYPvsO6jcoz+iHWvDOW6txuw127UpA1zU6dKoCQIuWFVmw4DBt25b0zQwN9SE42E7FsI9wuw22b4/jdFwGOTluZkw7gK4LNE3Q/5Y6+PnZ2LJjFOvWnOSWW+txY9efPEKGrmsezxS328BwS376YSdNm4VjtWoElzM9WnJzigsfKWdy/rcLXga6Ljx5UWrVCuHw4eSL0m9AoI3QUB9q1gzhq29vpmJkwEXpV6FQKBQKxdXHqFHetqBsdu2C5GSoUsXblpSkXj1vW1A2Bd4m06df2ff3SrZNcXVzXYsm1zlFdeKUSzXInt3xzPh9X6n7du9K4PjxMwQE2rFadSpXCfYIJr5+FrIyXQwYVIc/5x0B4MTxVM+xK1ecYP48Mz/H6dOZfPlNH5563Cy9m5dn8OiD81i08CgOh4XRD7dk9IMtzLZxGXzw3jruurshH37Sk4qRZghOSkoOPbtPJDMzj/kL76FK1UDCwnxJTMzC4bDSoWMVli45XiyfyeKFR/lz3hFu7leLH36+hc2bTnE6LgNNg4gKfvz0y2A0HfJyDV57eQlbNscBsGN7PAAJ8YVlfW12jbxcw2P/+ShXzs79I5vx4Qcbztu2gKKiycUQTHQdRo5qwetvdcPX1/o/96dQKBQKheLqZ9w4b1tQNnPmgO0KdYTt0sXbFpybChVg9mwzt0lIiLetKZ0r+dlTXN0o0eQ6RAhhB4p62Ry8VGM99/QiT6UZu10nN9dMaKppAsOQZKS7yEh3mQlCZ+wHzMm4j8NKVqaL/XuT+Orbvpw6lc6we5uwfNlxEhOyqFI10JME1TAkzVtUZOqM23G5DLp1j+KH77bhdLrx97fy8qud+G78NqpWDWTu7EP8Omk3E8Zv5WTc055KLZs3neL4sRSklCxbepx7RzRl3eb7mT3zIM8+vRBpSBo3CWfXznjPuWVmOLHbdTIznJ5zTUnJxW7XWbN+JFOn7OGVl5bi8LHw5dd9uG/Y7DKvU4FgcjZ2u0ZuKfuyslwcOJB0wYlghQbBwQ7i47PO37gUgoLtjJvQj/9+t53Gjcvz5LPtsFp1fHyUWKJQKBQKheLKpyABbGSkty25OinwNpk5E+6/39vWKBSXFyWaXJ88g5kEFuCQlLL0kioXgX79a7N2TQy9+tTk62/78sN/d+Bw6LRtV5k+PSZ6BAG3W7JntylIOHysjP9vf776fBPPv9iB9h1NH8q9exK4Y/DvCA0+/aI347/vz3NPL6Ju/TBq1CxHvfpmSm+n080fcw8hJSQn5/Dc0wuZ+NNO3G5JaKgPQkD16uVwOAof/06dq9Kzdw3270skNTUHw5AEBTmIrBRglt3VBK+/dQOvvLiUfXsTsTt07rirIe3bV8aQko5tvqd6zWC2b4tl0K31CCvvy9gxK3C7JZkZTh4c9Uex61JUQDoXpQkm5nY3f8w9jK5r+PlZaNe+MosWlp2WRhr8Y8GkZq1gtu16CIA+fWv/oz4UCoVCoVBcH2zZYq5btvSuHWdzpSeATUgw1+XLn7udNwkPN0WTQYOg3CUN7v9nXKnPnuLq54oRTYQQAUAEkAucklKef0Z5HSGEGAv8X/7bH6WU95XS5lVgupSy9HgYs81DwBtFNr1VVtuLga+flZatKvLs8+0JDfOlffvK/DJxFx06VvGEihSQne0mNNSHsW/ewE09anBTjxrF9vv4Wj1JVYOCHPS5uRa339mwxJgZGc5iIS6//rILl8scKzExm1atK/LnkqHoeuG3psNh4d4RzRg6ZDpvvb6K2rVD6NO3NmmpOQwb3oQbe1QnJjqNo0fP4ONjYfrsO+jYqSrRJ1Jp0uAbDEOya1c8CSnPYbdbWLb0ODk5ZhJbXRfFSgYLAaMebMGEcVvJKaOUcAEFVWhKQ0pwuQxyc1288U431q2NISPf6+VsLFbTo6asfDFFsdkEb717Izu2x5GclMO33/U77zEKhUKhUCgUAK1amWt5AQntLxduN8yYcWUnMZ0xw1yPHu1dO86FzQYulxnmNHy4t60pyZX47CmuDbwumggh2gEfYIaLiPzNbiHEQWAbsDV/vV1Keclyb1wKhBDBwHNnba5W5HVzIcSbZ+1fKqVc+g+HvB14UwixDVgB7APOADagFjAYaxuCLAAAIABJREFUaFKk/UTgp3841gXx3NOLcDoNXntlGYuWDuOeu6aTlJTNju1xVK9RjqNHzlCzdjkO7jdzbEgpmfzLbiIjA3j3rdXs3ZvAtBl3kJvnZsP6kyxYbCaBbd6iQrFx3nx9Jd+P38Zb73RnyNDG1Ksfyv59Zq5bX18rubmFuUgOHkgqJpgUULlygKdiTeUqgWzedIqH8j1E2rStRMtWFRHCFCq++WoLrVpHYrFo6LrprtigYXlsNp19exNYvuwYFosGApx5BYlhBeXL+1K7bii164SSm+tGCGjaLJzt2+JL2BMe7svzL7XnheeWIM8RgpOXZ9D7pl88YVClcSFiidUq+PyrPtw9tMl52yoUCoVCoVBcLezcCWfOXJkJYK82IiLM8sO33AKBgd62RqG4PHhVNBFCtAKWYU7qRZFdFqABUB+4u0j7E5gCimeRUp66bAb/fYKBV8+xvwnFRQwAF/BPRZMCmucvZeEC3gX+LeWl1WJvv7MhkyftZsO6vxg7ZjnVqweTlJTNoUPJ3Ny3NiMfaMaY15Z72icn57BmdQzHjqUQH5+Jy2nw04/b+f23/RiGQeypDD7+rFeJcd5/dy1SwhOPLWDI0MbUb1A+XxwR/Db9dt59ezXZ2W62bo715EF5498r+fSjDTzzfDteG9OF+g3Ks3PvQ0gJFSr6c+xYCkKYuVciKwXQuEkEH3zUk2efWsifC46wbOlxevepxbpNDxAXl07nLtWIiU6jS4cfyM11Y7FovP1OdxISs5g2dR93DmnIM8+1w2638NbrqzwqeIFgomnQ5YZqLF96AjDDaVatjOHrb2/mzddXczImrczr/L9U3AkKsvPKvzrx0COtPDleFAqFQqFQKK4VZs4Eu93bVlwb2GzgdMIff8CQId62RqG4PHg7qm8sUPARlgz8CnwBzAWOYwopRZco4Bbg38BsIPpyGnsVMAx4DPgF2A6cBLIxQ55igSXAGCBKSvkvKaXrUhozY/o+Nm74iwJdZsG8w3TtXg1dF2RnuZg2dR/vvr0Gt7ukG0XDRmE88khLrDaN3ybvxd/fiq5raBqEBb1Plw4/4HIVHle9hhlYGRrmC0CduqFYrTpVqgbTpm0lZsy+i2kzb+fDT3qwdOVwLBaNyb/sxuUymDxpj6efiAr+OJ1uJozbip+vlS07RrFq/X3k5bnZvy+RDh2rEBTsICTEwTtvrmZg38lUqhxAl65RCCFIPpONYZjnq2mCipH+PPNcO+JiM/jkw/W8+foqAPoNqI2fX/EkqoYB+/YmFts2e+ZBHho1j5MxaVSo6EuTZuFlXu+ieseFah/Vqwex5+AjPPxoayWYKBQKhUKhuOaIj4fNmyEszNuWXDuEh8Nvv0FGhrctUSguD94Oz+mAGRBxAmgjpSw2YxRCBAHNML0mCtb1gKuiZIeU8jjFPWj+l77GYopM52qzC9gFfHkxxvxf2LI5lpH3zvbkEgH48JNe1G8QRlxsJlOn7CUvz41E4j4rrYfVqvHZl72ZPesg0pAIIRg6vAn3jWzGF59uxO022LXzNMlJ2YRH+HE6LoOFS+5h/bq/6NjJ9Lt85bVODL61HlWrBTHumy18P2E7775/E8PubeoZ55MvevPR++t47sUOxcYf0HcyMdFpTPl1D4uWDePtN1fx0fvryMszCA/3ZcvO0cyacYBnnvwTl0vSoc33jLi/GbNmHuDI4TMA9O5Tk5GjmtOzd02P10lenospv+5m4o87mfz7YPLySmpWYWG+NGsewZ/zSyZ1jYvNIi629GSuFotg+IgmfD9+R/411MnLKz1fSkFeGF0X/DRpEIGB6qcXhUKhUCgU1yZLllzZCWCvRux2yMmBBQvgttu8bY1CcenxtmhSUCn987MFEwApZSpmbo4VBduEEDagEYUiiuIKxG7X8z0XTNGkVeuKHkHjoUdaMm3qXnQdUlOKJzntN6A2477rzx9zDvLaS8sAwYBb6vLCyx0JDLTz7PPtiYvNoH3HKoRH+DH/j0MMu3smgUF2NmwZye2Dp3ImOYfb76zPe++u456hjfh96j6ys12MeXUpIEhMyGLun3fTpEk4P/w8kIqRAcVsCA528NfJdMqVc7Br52l++H47Tqfp1ZKamkvsqQx69qpJxcgAok+kEhOdxutjV+JyGQgBFotG9RrBrFt3ko8+WM/nX/fhgdHNWbMmhs0bT+F2SwbcPBlnKXlG9uxOKOFtciG43dIjmABlCiYAyekvEHsqA00TRFYKKLOdQqFQKBQKxdWM02mG5igvk4tPeDhMngx9+4KPj7etUSguLd4WTY5j5i3560IPkFLmYSaH3XqJbFJcBBo1DmfhkqH06P4zLpdk65ZY3vi/Ffzr311p0jSCR59ozYnjqSxedJSUM2aS1qefbcvYN27gwP4kXnp+MU6nKUI89UxbjzdElapBTP69UNLeuTMeKSVpqbl8P2EbmzfFAvDRB+sxDMlvU/Yy+qGW/PTjDnr2rslnn5ieKg+MmM2ObaexWjWWrbqXBg0L67vNmT+ELZtPERkZwMC+k4mLzfTsa9myoqe08aZto7jtlt+Ijc2gUZNw5s05xIOPtCS8vB99+9emVbPxGIbkmSf+ZOUKM5IsPMKX+NNZ5OS4qV4jiJMxaSXEk4Lwnr9D0cw0Pr462VmliyahYT7oukblKipzl0KhUCgUimubLVsgLQ2qVvW2JdceDocZ+rRkCfRThRYV1zjedlRbnL+u6VUrFJeElq0jGfd9f8DM1/H+e+vYty+BA/uT+PqLLfw5/wj//Wmgp/0nH23g4IEkBvSdTFKSmdi0VetImjarUGr/AI881orHn2rDl9/czK23NUDTCqKhzLWUkJaay4m/nuKlVzrRr38datcJZef207hcBm635ORJM8FqZqbp9eLvb6PrDVG8/cZqTp5MB8Dh0AFITCoMj3E4LMxdcDdbdoymSZMInE43mel5PPF0W6rXKEenzlXx87Nx8GCS55j6DcKoVCkAKeHY0VSP2KHr//Qql6QswcRm05g9766LN5BCoVAoFArFWWzebC5XAtOmgZ+ft624MAYNMperibAwmDgRihSp9CpX0rOnuLbwtmjyFeAGhgqVhfKa4nRcBv95ezVRUcHFYkiPHU1hV753SIFoUXDnpYSpU/YQGRmAzabR/aYo5swvnpbbMCRPP/knvW6aSPSJVAIC7Ix9/QbuHNKQWrVDSEx9jtjEZ/jsq95UjDSTuv46aTcHDyTy25S9dOsexaQpg7HZdGw2jZGjm9OjZw0efWgekeU/4qXnF3vG6nZjFLouaNosgtnz7uLOIQ0Z//0AABYtPEKjul9ROeIjli09ztTJezAM+P677XTr/CM5OS7mzB9Ch46Vi3mqrFgWTUJCYdYsl0vi66vTq3ctzzYhoFHj8kRVD0bXBbpuxuHquvhH8bhCwCef9+JI9BM0bhzx9ztQKBQKhUKhuEBatjQXbxMTA7t3Q0iIty25MMqXN5erCV9fSE2FlSu9bYnJlfLsKa49xCWuOHt+A4R4FXgDeEdKea7yvIornFatWsnN+fLuHYOnsmjhURwOC9nZTgwDrFbBDxNvwXBL1qyJYdLEXbicBi1aVGD16pOAWXHm7qGNublvLYKDHXTsXAUhBHv3JPDYw/No3DSCiT/uxOUyeO6F9vxrbNcy7VmzOppbB/6GxaLTrn0lVq00Q2R++HkgTZtXoHWz8eQ53Uz4vj8vPreYU6cyqFW7HFt3PujpIy0tF39/G5omcDrdZGQ4KVfOQTn/dz0JbG+9vT6jRrfg4Qf/4MTxVCwWwcy5d1GnTgi1q3+BlFA+3Je01Bxyc0tWCiqN8HA/ps68nRu7/ICrlBpH4eE+xMdnn7MPIUAIwe131veIPQqFQqH43xBCbJFStvK2HRebot/hCsW1wLhxMGsWVK7sbUuubdLTwWKB778318Uo+suoQnEF8E+/w73taQLwNjABeEkI8akQwuFtgxT/O7XrhqLrGhUr+ntCZgwD7h8+m9Ej5xIZGUB2lousLBdr1570lN/VdUFqSg4PjJjDrbf8xh2DpxIS8B733zuLzZti+eG77TRpFkFIiA/9BtQ9pw0zpu0nJ8dNWlouy5edwO2WSKBiZAB5eW6zeo+E6OhUJvwwgIGD6vLN+H5M+XU3Pbr9zJrV0QQG2tE0QW6ui+aNvqVWtc+YMW1fsYo/KSk5dOhUhQWL7qFVm4roFo1b+k3h6y83e74j6tULZfrsOy74+qWkZPPg/bNLFUyA8wommgZj/t2FDVtGKsFEoVAoFArFZWP0aHPxJllZMG+emaz0amHlyivHY+PvEBBg5jZZv97bllwZz57i2sTbiWCRUkohxGeY5YcfAwYLISYAC4Bt+YlfFVcZrVpXJG5wXZ56qi03dP4RkEgpMQyJ223w5r9XEhhkJykx2wxr+WkgdeqGsn5tDG3aVWLRwqMgYP26v3C5DBITsgkKstOhYxUm/34rZ0dz5eW5mf/HIZo2r0BUVDAA9RuUR9cFUkpCQnyYOuM2ypXzoWq1IAB+mjSI48dSuP+BZtjtFjp1NrOEDeo/hfT0PF58bgmr148AIOVMDrGxGRiGZNPGUwy5pyFTfjVDcpYsOkabFuP5ceIt/Of9m+jRbaLnXHVdYBiS4HI+VK0aXOq1KlfOwZkzOZ73drtGWHk/9u9PLvP6ahp0v6k6ixceK3V/x05Vefb5DqXuUygUCoVCobhUjB9vrseN854Nq1ebeTZstvO3vVLYv99cd+niXTv+CUFB8NNP0KGDd0s7XwnPnuLaxKuiSX4ek0+BR4tsjgTG5C8uIcQ+YBtmtZxtwHYpZcbZfSmuHFJSchh57xyklPj72QgKspOYL46892F3PnhvPXGxGSQlZqPrAotFIzTUh5o1y1GzZjkA5i4YwvFjKbjcBt+P38aLr3SiR88aZY756ktL+emHHdhsOsdOPonFojFyVHO63RhF+fK++PvbSggtfW6uVWpfd9zVkJ9/3Mmwext7tsXEpPLsC+1YtSKG06czWLbkOLVqhXDwoCls7N+XxHPPLCQ3x42UEj8/C59/uhEpJTabzpnkbMb+a3mxcQbfVo93/nMjK1ec4Ocfd5Kb62bD+r+oUDGAE8dTi7W12XTy8tyEhDjo2i2KTl2q8upLS9E004MHTA/IqOpBpKXm8dSz7S7kVikUCoVCoVBcU0gJU6dCcOm/VSkuAUFBZg6ZrVuh1TUXvKhQeN/T5H5M75KysAKN85fh+dukEOII+WWHpZTvX1oTFX8XPz8rlasEEhOdyt49CbjdZoyKrgt+/nEX8acLNa9yIT58Pa4vbdpWKtZHm7aVcLsMBvSdjNWq06BB2AWPv2TxMT75cD1PP9eOnr1KFmZyOt30vmkie/ckMn3WHbTvWAWn043Vapaw+fizXnTrHsWRw2fIzMxjUP8prF9nVsW2WAQul3k+iYnFQ2Q2rj9F9RrB6BZBerrTE5ojhGDTxlNUq1782zsiwo8Vy0/wxKMLEEJy/6gWfP5Vb156YUkx0SSqeiA9etaiarVAnniqLUIIZk7fT052YeyOrgsOHX+csDDfC75OCoVCoVAoFNcae/bAyZNQpYq3Lbl+EMKsUjRxopmIVZX3UFxreFs0eTh/LYFJwM9AIlAVaAK0AJoDRT/2BFAbqAXcASjR5ArDatXZvH0US5cc5Y7B0wCoWSuYChX9Wbv6ZJEyu4LHn2xDr96lV5w+dCgZIQQut0FsbAaVKgeWaCOlJDvbxVvvdqdT5yo0bV6Bfr1/JfpEKieOp7D30KMljok9lcGmTbEg4e03V9Gxc1XefmM1Q+5pxLcT+nHsWAoj75uNlJLk5CyPYAKmV4fNppGXZ2C367w2pjNR1YMZdf9cdF0w4b/92bkjnkcenOc5JifHFDdsVo3GjcPZtSsegG+/3orFInC7zVCeLz/bxJefbSphb9t2Vfjvd9sQAm7qUYOGjcI5cuRMsTZ2u4XsLOe5botCoVAoFArFNc/MmWZYjpq4X15CQuDAAdi3Dxo08LY1CsXFxduiSW1MwWSWlHJYke1bgZkFb4QQIRQKKM3zX9fCFFAUVxiHDiZxY9ef8PG1IDSQBvx1MoMjh1M8bVq3qcg9w5pw3/3N2LTxFO+8uYqRo5rTt38dT5sh9zQiKSmLsDBfWrWOBMySw1JKViw/gc2m8fr/rWTjhlN88nkvmjWvwOiRc0iIz0TTBL361GTe3EP07F0Ti8UMsFy08CjOPDcC88FDCObMOgjAgnmHMQyJn68VHx8r2dlOWrWOpGOnyqxZfRKbXePFlzvx/rtrsVolN/WswSOPt8Zq1WndphI2m05YeV8aNY4gNTWHVSujWfTnUZxOM35m964ENN2sIuTjYyUry0lenoHFUvZjPOrBZnTsXI3ff9uDywXdOv/I4uXDuXNIA776fBMJCVkIYYpHf51Mp0rVoIt7MxUKhUKhUCiuEuLjYe1aqFTp/G0VFxchwG6HSZPgzTe9bY1CcXHxtmiSC/gDs8/VSEqZDCzOXwAQQvgBTS+pdYp/xOpVMWRnu8jJdTP++/4I4OHRf3j2a5pg+7bT/PBzDTRN8PQTC9i5I55Nm04Rfaq2J/eI1arz9LPtPcfFn86kXevvyEgvyA0sycl1g4Tpv+/j6ScWeKraRET48tvkvUyauJvRD7Xkjbe7sWZ1NEPvmo4QgqHDmxAdncrHn/UiKSGLIXdORxqS2lGfk5ycTYeOVfDzt9KqdSTzFw2lSYNviIvLYNPGUzidLtxuU2R58tEFfDWuL2fOZHP3ndNp1CickBAHv07aQ7PmEazecD+d2n2PM88UTgw3IKFZ8wqsWR0DgK5rBAbaSE7Oxm7X0DSN7PzQm/HfbmfWjEPccGN1liw8Rk6Om08/Xs+03/flqz5m7O6Yf3ehbXv1F4JCoVAoFIrrlz//NNfeTEZ6PVO+PGzZAseOQfXq3rZGobh4ePsj5WD+uozCqmUjpcyUUq69yPYoLgKDb6tHn761ufueRgy+tT6339mQd9+/iabNzLpvhiFxOg3mzjFv/6Bb64OARo3CKef/Hwb2m4wspZ77nj0JZKTn4nK7cbsNhBA0bRIBwOrV0Z6EqADxCVnk5LqQUjJl8h563zSR+fMO43ab1XumTN7DxvV/cTImDZtdJzEhi6SkbBITs3C7JatWRvPn/CP859215OW5SU3Nwe0yWLLoiEeYcbslBw4mAfDrL7s5djSFBfMPs3NnPC6XwbGjKfj7WXnxpY7Y7YX/1QxDEhOTimFIHA4LvfvUYurM2+g/sDa5uQZOZ5F6xkBiYiblgh3ouikmTZ2yD8NthgoFBNj44OMePPp4mxKJbhUKhUKhUCguNy1amMvlJjcXZs0yJ+5XI2Fh5nI1o2lgsZiJeL2Bt549xbWPt0WTKZghNqo26jVEUJCDn365hU8+7+0Ji3lgdAvi4jKLtfPzM+vAPft8e86kv4DT5cYwYNmS4x5Pi6I0alQeEBhuGDO2C/MX3UNaei4ALqdk+H1NsFgFFquGNMDtMoisFMCZ5GzWrjnJZx9vJC/PzVPPtkUaBrm5LhYuOEJOjtsT91pUq5ESAgNsPP7wfLIynbjdEqezsIEQsGvHaXZsj2Po8CbUrRdK3/61CAlxoGkCl8ugSYNvePP1VVSvXo5+/Qur9Rw7moqUZr6T2bMOcGOXn5kz65B5Lq7igpFhQEx0Kh9+0rNEfO4LL3dg9EMtL/zmKBQKhUKhUFxCtmwxl8vNmjWQmQkOx+Uf+2IweLC5XO1ERMDy5RAbe/nH9tazp7j28bZo8h1wDBgmhFCxBdcQiQlZpOcLGgXUrBXiea3rgjZtK/Hjf3cwdMh0duw4zY5tpwFTpU5PK34sQGJiFhKJrgs0TWCz6fx1Mg2ABg3L07hJOEgBEqxWDcOA48dSCAq2F+tn25Y4nE6JYcCXn2+iZasKdLsxqlgbi0Vgd+jcMrgehw8nYxiFuUdq1AymT79aWK1mGeAxry2nf59fGXxbfRbMO8qSxcdxuQzS0nIxDFMAOXLkDH8uOFrqtSrFqQZNo5h3yratp5k184CnbY2a5UhOf4Enn1alhRUKhUKhUFzfSAlTppilbxXeRdfNv2NnzPC2JQrFxcOroomUMgsYAriBmfkJXxVXOatXRVO/9pc0qP0VCfGF3iWbN5lVaDRN8MU3N1OlaiBPPraAObMOMubVZfn74OZ+dYio4F+i3/oNyvPWO91p3CSc4ydSEcLMB+LjY2HsG105diwVl8vA5TIYOqwxQUF2LBad734YQPuOlQG4c0hDcnMLw18CA+3YbBYmTbmVLl2rIoRpnxAw8Ja6rF4VzY7tcbjd5As1GuO+68/k324lIsIPw4DlS49z+nQm3369GSM/Rshq1ejRqwYDB9UFwOk0cDrNijv//WkgN/etyYiRTWncpKQPaecuVRBCkJtreK7Jiy93IDioUPx5bUxnjxePQqFQKBQKxfXMnj0QHQ2BJQstKrxARATMm3f+dgrF1YJXE8EKIQ4Be4D1QE9gsxDiCSnlXG/apfjnrFsTw4CbJ3tyjsz74zAvv7iY7CwXvr4WnHkGFotG3bqh+PhYadGyAlu3xDH83ibUqRtGWkoOH3/eq8z+K1UKYN/eRPbtTaRz56osWTGcjPQ82nWozOm4TBwOHSlh8q97kFIyffYddOlajS5dq5Gb68bhsDDp513s3HGaBg3D6NCxCi89v5h/je3C3AV306/3r6xccQLDgN8m72XJ4qPk5SdxdToNDEPS+6Zf+OKbPjzyWCv+9epy2ravxMmYNJ59vh2rV8ZQLtSHd9+7EV03RY2KYR+QmWmGG+XluVm3NoaRo1vSrXs1akV9jsOh06JlRbZtjSM728WunfG43YXuJy+92omHH2tNTHQqs2cfRBqSQ/m5VBQKhUKhUCiuJEoLeb7UTJ9+9ZcZHjfOXI8e7V07LgYWC8VyDV4uvPHsKa4PvF09pyZQI/+1BKKAWUKIE8CfwCbM8sO7pZR/O1ms4vKzYP6RfMHEzLexft1JMtKdAKSnO7HZdAICbERFBaNpgiUrhuN0GpxJziasvB+1aoecM6Fpoybh6LqG223QqEk4tYqE/Ay/rwkNGpYn+kQKjzw4DyEEAQE2khKzCA3zxeGwMH/eYV5+cQlnzuSwa1cCWzbHIaUkqnowDz3Sig3rTxYbLykxx/PaZtfJyTaTy25Y9xefftGbR59oQ0ZGHrNm7KddhyrcdXdjJk/azfZtp6lTNwSn06DfwDpMmbQXMD/EJ4zbxs8/7eTjT3uRl+tGSsnaNYXjpqQUD0364D9rSUzI4v2PevDkU23Zvy+R+x9o/s9vkkKhUCgUCsU1QmwsrF+vygxfaYSHe9sCheLi4W3RZB9QB9CLbBNANWB0/gLgFELsAbZhiijbgB354T2KK4jRD7Vg6pQ9xMZlsGTxMR56pCW//rILwwCHw8LhE49jt+vY7eajJ4TgnbdW8dH769E0gZQQEurDzr0P4e9vK9Z3RkYe/n42jHz5eP4fh3n8yTYA7Nkdz4hhs2jdthJffN2HqtWCsdk0Hn1oPrt3neaeYY15463uDL1rOi6Xgc2mMWJkMyb+uJOMjDyaN68AgI+PxRO+UxCq43ZL/PytZGaY4s99I5vx6mudPXY98egC5s4+gN1hoW+/2kz7fR/SkEhpVsqZ9ceddOhYlaceW+DZBmZo0bJV97J2TQxjXltOakouPr4WrBaNtDSzrLKfnxW3W1KlSiBCCMa+ccMlunMKhUKhUCgUVx9z5xb8zeZtSxRFsdvP30ahuFrwqmgipWwohLADjYFm+Uvz/PdFk1rYiuwfkb/NEEIclFI2vIwmK85DcnI2p2LTMdywZlUMWzad8rjnPfF0GwIDS36CfvT+eqQ0S/gKAakpOfx7zHIGDqpHp85VATNPyi39phAUZMfIb7d86XFWrTjBAw82Z86sQ+zfn8TBQ0k8/2IHWreJxOl0s3vXaQwDfvl5N5UqBxIR4U98fAYffNyT++5vxmtjOpOX5yYgwLTrq2/78trLy9B0eOLptkRGBrD5/9m77/Coii6Aw7+7u+mNNCBA6C10KdJ776CiIiIgVbH3+oGoiCAKdlCRKk0F6R3pvZfQW0ggJCG9bXbvfH/csEkEBCEhlPM+zz7Zuzt3ZnJZkuzZmXO2h/P5Z0Z1a02DUaNb4uJiwWq1M+bzzZw9HYumaSQnZTB75iHACLZkZBjf+O+zQ/n6+/akpWXw+aeb6dytPF27VaBlq1JcupRCqVIFOBA6hN27LlKlSkF++Xk3Y8dswcvThR17BnD+fCLVaxTK6386IYQQQoh7SlKSETSRVQ13t7S0e7eqkRCQ/ytNUEqlAzszbw6appUjK4hyJWBSOFsTM1DxDk3zlmiaVhOoC9TBCAQFAgEY1z0WOAysBCYrpS7m8thOQF/gSaAS4AdEYazSmQ7MUSr3d/yVKFmAgAAPLkUaCWDT0rKSroadTcjRNi3NxjO95uHr68rly8Y2GH9/N/wD3Jn4425++WkPg5+rhclsws/PFV0pEhLS+XlyF+Lj0nhp6FJ0HZYvO0np0r4EBLhx+XIarZtPY/3mvnw0bD1Nm5dkw7pzWCwmnJ3N7No/kJjoVIoFG5nCXFwsjlUvAAcPXuL06VgA6tUvRsWKARQv7sOokUbQRCkoU/xrxn3TjujoFMZ/tQ2U4t0PGjF2zFaSEtMpXdaPc2fiALA4mXjuxdoAPPd8HZ57vo5jrDmzDjGg30I0DerWK8qKNb0BeOe9RrRrX46SpQrg6+tKQKBHrv37CCGEEELcL9asAavVyGci7l5r10L79vk9CyFuXb4HTa5HKXUcOA7MvfKYpmkFyRlEqZE/s7tpS4DrLREonHlrAbyvadrrSqmJuTGopmklgT8xrlV2RTNvnYABmqb1UErF5caYV3h7u7BwyZM0eHiSI5nxHNJOAAAgAElEQVSpxQKdulRg2IimOdquXX2a1atOo3SVuaRSY8xXbejf5y+UApPZxKSf9wLw9Xft6NuvOmXK+tGwYTGWLz9F4SAvIsITUQoiLyXz5lsNGPHROmJjU3m65zx2bI/AYoGRo1ui26Hvs9Vxc3OiWLDTded/6sRlR/KoTz5aj5ubhbr1sjbJms0aKSkZDBm4GBcXM0opLGYTjz4WQstWpVm14hQlSxXguUGLcXHVWLH6aYoX9+Hy5VT8/NwAOHokmqFDlhAfb+QuUQpiYlJZvPAYc2cfZunSE/TpV53RX7TOpX8VIYQQQoj7i81mlBn298/vmYgbmTYNWrUCp+v/CS7EXe2uDZpci1LqEkaC2OX5PZf/IBqjOtAh4AJwEWOVTFmgG0ZgwxOYoGmaTSk16XYG0zStALCUrFU4ocAk4HzmmIOAYKAV8KemaW1yO8nu/95fmy1gYuLr79rx9DPVrmr3yYgN2DJ03NwsLFnei8JBnhQp6sXYzzcTGhpNv/7VmTHtIBrwcL1iPNGzCgDNG0/h4IFLFAv2xtnZhMlkYubsR6hctSDjvtxKbGwaO7ZHAMYv1HfeWI3ZbGLsmC38b3hT+vSrnmMe4ecTGPrcEqpWLcSYr9pw6HA0R0NjWPjXMZSCpUtOONqaTFAxJIDQw9Gkp0P1GgXZszuSiRN288nIFpw9E8c347eTmmqjX/8aFCrsSZni32DNsNGpU3kqhASwZNExDuyPcvTp5KTx1fi2PNZ9LunpNpSC6VMOSNBECCGEEOI6tm+HmBgoUSK/ZyJuJDYWNmyAFi3yeyZC3Jp7KmhyD2oJHP6XbTAjNE17FxiZeTxW07QZmVuWbtUwsgImy4DuSilHCRhN074HVmEEa5oDg4HvbmO8HJKTrRQt5u04ttl0mrcs6Tg+eOASZrNGSKVA0tNtODubqf5QYWrWDnK0Wbe5L5EXkykW7M2nn7UkMdFKdFSy43lnZyNvsK+vK6vW9sbVzYKHhzMXIhJJTLReNSddB13XibqUwisvLqP7oxVz5FYZ/uE61qw6w4Z15+jzbHU2bX2WkHLfcSHCWMUSFORFkSIaR0KjychQXL6chqZpaCY4dCgau11n144LHDsaQ/++C0lLM2JQmzaGMf6rraSkGAlkFy08xpLFxx25TtzdnbDZdCpVDqBCRX8sFhN2u4ng4j688Vb9XPjXEEIIIYS4syZMyPsxlIKZM8HLK+/HulMaN75xm3tVgQIwdSo0aWKsQM8rd+K1Jx5MEjTJQ0qpQzfR5jNN054EqgEFgIbAmlsZL3P70vOZh8lAn+wBk8zxLmua9gywH6NS0Yeapv2olLKTC57ts4AVy07meKxuzZ/pN6AGbdqW4dFuc0HByrVPs2BxT1atPEXHTuVytHdyMjtyjphMGg3rTiImOoXhHzdj6It1eP2t+jz+yFz27o1k0aJj9Olr7NIKKuLFxyObMWPqAWJiUklMSicpMYOAADeaNivBvD+PUrlKQTw9ndF1xc4d4VSuEsi8P48A4ObmRPHiPiil+PSz5pw5E8+KZafYvu08Li4WnJxMZGTohJ9PxGzRsGgmvhrflj17LvDc0Dp4uDvh5GTCZjcREhLAmLGt2b07Isf35ubmhNVqxMQ8PZ1YuLQnpUr74upqYe/BwcQnpFOunB9CCCGEEPeiQYNu3OZ2hYbCiRMQHJz3Y90pISH5PYO84+0NZ88apaEbNcq7ce7Ea088mKQ4193hcLb7ha/b6sa6YVQaApiZuZ3pKkqpg2QFZgoBTa/V7lasWXXasTXnioQEK9+M28GiBceMjwY0SE7KoEhRL57pWx3/AHcmT9pLlYo/MHPGgRznpqfbiI5KwWbTWTD/KGlpNvbuuYiugy1D58N31+ZoP/TFh9m8oz9HT71AnTpFMZlAAU/3qc75yFeZPL0rmgYd2/5Gq2bTKVZoHFarHZNJY/DztRg7Zgu+nqMZ0G8RX3y+hYiIBGw2RXq6jYwMHU2DgoU8+GhEM/wD3Nm5I4LRX7SmVKkCnD0bz7hv2rJ99wA2bXuWBo2C6da9IppmzM1mU/TsVcWxUsZqtVMxJABXVyN2WbCQhwRMhBBCCCFuYM4co6Ttlb+xxN2vQAGYPBlHVU0h7iUSNLk7lMl2/3aq6LTJdn/ZDdpmf77dbYyZQwHfa9cT03VFcrIVm13h4e5EvQbFcjz/6ccbOHc2nk9HbHQ8ZrPpuLs78f2EDigFu3ZeYPRnmxgwqCY1awfh5Gyi/6CaOfqx23UuXkiiUvnvOXz4EroOMdGpPNp1Dk8+9jt1a/7May8t58iR6Mz2RoCnSFFPPvhfY8Z/uRVdV9hsOjab7ghw2GwKzQRdu1Xg+OkX2L4tnPNhCfw0YTe9nviTI6FRdGgzg6FDlrBn14VsM9IICHAHoEQJHyb9vJeMDDuBge5kZOiUDv6a82E5qwoJIYQQQtyrJk40bnklLMzIZxIYmHdj5IfQUON2v/LxgfBw2LYt78bI69eeeHBJ0CSfaZo2BKMkMUAksOk2uquS7f6uG7TNXuK5ynVb/UeNGl97naTFopGRYQQokpKt2O05w8yvv1mfQoU9eONtI5fHlk1hFPYfS40qE/h10h50XRnBhoIe+Pm58feGPnz3QwdMmpFHBaBv7/n4eo3mo2F/Ex2VQuzlrNQwJpNGaGg0GRk6M6YfxMXZjLu7kcK7StVAJk3uQmqqjZQUIx+Jp6cT475tR6vWpXF2NmV+DyYe6RGCpmk8/0Id3N2NFSKLFx1n8+bzpKfbSUuzM+7LrN8GM387yOXLqVgsGk/2qkxQkCceHs4Meb4Wuq5ISclgz+7sQRYhhBBCiHvX4MHGLa/Mm2ck5jfdZ+9iNmwwbvczb2/49de8W22S16898eCSnCZ3iKZpTYArey9cgJIYpX+v7OxLBfrdahJYTdNMZK1YsWNUy/k3Z7PdL38rY17LsBHNCDubwO7dF7DZjCCJp6czb7xdn379HyIkJID6DYNxcjLnOG/I87UZMKgmFovxG3D9urPY7ToR4YmUKOGDi4uZwkGeDHm+FgAnT8YydMgSbDad8PBEPhnZgiWLToCCo0diaNehLChFh05lWbP6DM7OZqKjUrDbdf5ee5aYmFSsViONy8EDUXw+ajNP9KyMphk7iJKSMnjlhWVYrTbHD3Zbhk7BgsaqkQaNglm5tjeD+i+idp0g3n1zteN7iY5Kcdzv2KkcP03YjZeXM19/tR2AH3/uyORJ+yhX3o+atYJo0y77QiMhhBBCCHEtMTGwYgUUKpTfMxG3wsfHWCm0bRvUl5oH4h4iQZM7ZzRQ9xqP2zGq2byrlNpzG/17kvXvGXcTZYRjst0vcLODaJr29/Weq1WrFt9+vZ3t27OSn/r6uhJ6YqhjVccrr9cDQCmFlm0j6phRm/j4ow089XQVfvypE/0H1uTokRgqhATw4st12LA+jDOn4yhRZByt25bmuedrY7crI3v6jIP8Nv0gJhPUrFmYL8e3pcZDWalhgop48fgjv6MrxcjPWqCUsV2oY5fyfDxsHZcvp7Fl03m++KoNrq4WUlNttGlbmk0bwzCZTOiZUROlwJ4tXW7VaoXYsqM/lSt8T2qqLfP6wJw/H+O9t1fzx++hfDmuDcdOvcC2Lefp3GEmug4L/zrG2tVnABg+ohkuLvLfUAghhBDiRhYuNFYp5GUFFpF3NC1rtUnduvffaiFx/5KXav47C6wAzt1mP57Z7qddt1WW1Gz3c61g24L5Rx33ixT1ZNe+QY6AyRUjhq/D13M0H76XlcR1/jzjvCWLTwAQEOjOpKldefvdhri7O9O2XRkm/LCTuLh05s4OpUXTaei6sZLlSkFnXYdDh6IIDvbOMV6lSoF4eDpjMZto1KQ4dR4uQrrVjm7TWbT8KXo8UYmpv3WjTBlfLkS/TnzK2/w+/3E27+jP62/Vx8XFWBVTukwBDh6I5OKFJEffSUlWoi4Z5ZBNJo1n+9cgMNCDb7/ewYWIJIY+txSAh+sVxdvbBc0El2OzLv2qVadu/WILIYQQQjwgEhNh/nxZZXKv8/GBc+dgy5b8nokQN++BjtNqmjYAKHbDhjdBKTX8Bs/XyzauB1AB6AG8AowFXtU0rZtS6ka5SG5qOrnU5uqTlGp2vedq166tKlT05+IFI4jg5uZEQKD7Ve3mzj6Mrivmzj7MxyObAzDum3aMGrmRAf9I7JrdO+81ZOCzi9C0rL2QNWsVZt/ei9jtYDZraJp2VfWewIIenDjzIrquOH0qllEjN2G3KzZtCGPUmJb8MrmLo63JlLX6pVSpArz3QSPqPFwEu03nuUFLeP+dtcydfZivv2vPxB93UbyED3ZdYbFojPumHc/0rU5SkhVXVwtpaTbatC2Ved0gJdUGCvx93XiiZ2X274uk37M1bnDFhRBCCCHE8uWQng7OzjduK+5emmZU0vnlF2O1iawaEveCB/1lOoBrb5m5FcNvtqFSKhnYDezWNG0OsA4jeLNK07TKSqmIf+3g2pKy3Xe7ifbZoxmJtzDeNX39bXtqVpuI3a4wmzUCC4zh16ld6dSlPHa7zqSf99L90Yrs3H6BV17PuvR1Hi7CH/Mf/9e+6zcIpk+/6pQqXYCwsAQO7r/EpCldWb7sJB++t4ay5fwY/207joRGMXbMZvoPrEn5Cv6cPh3HimUnqV69EL5+rlgsRmBF1xXePi6O/m02nQP7LxFSKasMsNVqJyoqhZ9+3MXly8YKEQ8PZwb0XcDhw9FYLBo2m8LZ2Uzx4j6AkcPl5LkXiYtNw64rEhPT8fJyYfXfvdm86TyaCdJSbfwwsaMjh4sQQgghhLi21FSYNQsKFszvmYjccGW1yfr10KJFfs9GiBt70IMm+U4ptUfTtNHAxxi5RV4G3r6FrpIAG8a/aQFN08xKKfu/tPfPdj/uFsa7JpNZ4/MvWjFu7FaOHb0MGBVkOnUpzx9zQ/ng3TUoYOHiJ6lb/78t8hkycDEbN5zDx8eFl16py+Rf9tK5w2/UebgoSUkZ7N93iS2bz/NOZlLW9evOsWVHf7p0mMn5sASUUri4WHj/f40ZMWw95cr581SvqoCRU2XsmK1kZNipXacIy1c/DcCIYev5acJu0tKyUsREXEikWFFvDh+OdiS7tVrtPPHY75w+/zLu7k54ebmw8K9jvDR0Ga6uZqpULcjb7zXCz9+N/n0XYDZr+Pi40Kt3tdu95EIIIYQQ97XVqyE5Gfz9b9xW3Bt8fWHSJGjYEFxcbtxeiPz0QAdNsm+ZyWfLMIImAM1upQOllK5p2kmMbT9mjJUrZ//llBLZ7h+7lTGvpUn9ycTHp+UoJXZgfyQzfztIqZIFUMrYAlOwsOf1O7mOKlULsnXLecqV92fjxnPYbIqTJ+J49/3GHD92mWYtSrJ/X6SjfeXKgQD4+bkREZ7omNPypaew2RShodGsXnWKlq1KM+bzLY7ASFhYgqMPb28XsuWrBeDUiVgiLxoLe0wmHN+Ts4sZszmrcWhoNLpSJCRY2bzpPK+8uIykJCu2DB3dDiVL3XT+XSGEEEKIe4K6pQ3g15eeDtOnQ0BA7vZ7txk0KL9ncGd5eRmrTVasgM6dc6fP3H7tCXHFAx00uYtk3x5zO++kD2IETQBq8+9Bk9r/OC9X2Gz6VbXXz5yO5+Why1i2qhc79w7ExcVMof8YNElMTCc8PAGz2cTAwTVxd3di/d/nMJs1nJ3NrN3QB4CLF5JwcbFQpUog/TPzoyxe/hS7d13g9Kk4PD2d2Lz5PJs2hgHg62vsZHr5tbr8+sseWrQoxRtvNyA1NYNnes3DxdnMjNndWbTgOGtXnyYsLBFvHxceeawiU3/dz2tv1qN585IkJlmpVCkwRyWct95pgKenM/v2XmTp4hM82bMKixcdIz4+jbZtytCwUfFbvMpCCCGEEA+GNWsgPh6Ky59N952AAJgyxdii4+GR37MR4vo0JSG5fKdpWkdgUebhZqVUw1vsZyAwMfPwJ6XUdWPWmqatAlpmHrZUSq25lTGzq1q1hrpwridWa87XlKYZeUC27x5AsX9UtvmnU6dieffN1bRoVYrBz9UC4FJkMg9Vm0BighWAZs1L8OeCx/lm/A48PZ3oP7BmjgSu1/PuW6v57psdhFTyZ+iLD1Oxoj8P17t6i9CxozG0bTWdmGgjh0m58n6cP5+A0hWDn6vFG283wMfHlcTEdHbtvIDVaqdnjz8oXtyHLTv7O/KhXEtSkpVDBy5Rs3YQTk7mG85ZCCHE3UXTtF1Kqdo3bnlvqV27ttq5c2d+T0OIHNLToW9fMJvlTfW9aMJE4+/zwYOu/34zLAx69oTeve/UrMSD7FZ/h0sWyrtD9uDG5tvoZz5gzbzfU9O0a6bL0jStMnAl7dJFjES0t00pHAETU7ZtKitWP82B0CFERCQy748jjlLBV6Sl2di+LZz0dBsjP97AsqUnePuNVSQmpgMQEZGINd2eOXcIqRRI394L+OSj9az/+9wNAyaRF5No2nAyP03YDUDo4RgiwhPx9XcnISGdsHPxju02AOO/2uYImADEx6WhdEVamp3xX22na8dZAHRqN5PHH/mdt99Yha4rwsLiuXAhiX/j6elM3frFJGAihBBCiPtSrVrGLTesXg1xcQ9GwOTPP43bg6ZQIZgzBy5duv2+cvO1J0R2EjTJI5qm9dU0rY2m/TMjRo42zpqmjQWu1Ly1Aj9fp+1wTdNU5m3ytdoopaKA7zMPPYHJmqa5/qMfX2AacGVen9wgYexNc3Gx4OZmwcnJRI0ahdA06N23GnXrFyM5OYNO7WYyZOAiJk/am+O8Jx79nY5tf6PXk3/SpWsFTCaNOg8XwcPDqClXtpwfBQt5XJk/E37YxfJlJ7DZdA4dirpqHgcPXOLH73cSF5fG8P/9TYUy37F/XyRKKZycTFgsJqKjU6hX62cqlfuOmtUmUq3Sj5w6FQtAy1alcHbOCmpERaXw9rsNHMe7d10EjGCKrit8fV155NEQPhzelF9/3kNggTGM+3JrblxSIYQQQoh7yu7dxu12paUZWzfu91wmV0RHG7cHjbOz8cHrlCm331duvfaE+CfJaZJ3agC/Auc1TVsB7AeiMAIjfkA1oDtQJNs5byiljt7muB8B7YCKQHuMssY/A+FAWWAwEJzZ9m+ytvPcNk2DdZv6snNHBF27V8DT05krMSMnJ5Mjoaqbu1OO8yLCE7HbFRHhiXTpVoGYhLdyrB7ZsT2CqEspjiSrdrtCtyteerUuT/WqkqMvXVe0bj6NjAyd7VvD2bzpPLpuBEtq1ynCb3MewWQy8carK8jI0MnIsDrOHTliPTab4q/5R7Hbs1bDKAWbNp3H2VnDalUULGisUFmwpCcrlp+ka7cKBBY0gjqlg78mPd3O1Mn7eeW1uyXPsBBCCCHEvWXZMkhIkFwmD4KgIGNVUefOULFifs9GiKtJ0CTvFQOevUGbS8DLSqlZtzuYUipO07T2wJ/AQ0AIMPYaTVcBPZRSGbc7ZnYVQwJYueIURQt+Rdv2ZZj7Zw8Agop4sXHbs1yKTKJBw+Ac58yd34MF847S7RHjp+SV7Tsmk4auK2rVDqJ+g2Ls2B5OUpIx3d/n96B5i1JXja9p4OvrSnR0KjGXU6lcLZCixbx494NGtGpd2tGuV++qzPvzCCiFUsaYc2aHXvf7KlrMi4m/dGFQ/0XExaWzYP5Rnn6mGgMyk81eMXZ8G74Zt433Pmx8C1dPCCGEEEIkJcG0aRAYmN8zEXeCyWRswfruOxg/3jgW4m4iL8m88x7QGvgUWAMcBWIBGxAPHAFmAX2A0rkRMLlCKXUGqIuRK2UNEImxwiUCWAw8CbRRSsXl1pgAYefiKVb4K4Z9sBaA5UtPsmb1aQCmT91Pq6ZTWbvmDP/csVSyZAFeerUuxUv4sHfPRYoW/JJK5b/n5InLlC/1LeVLf8vIz1sw8ZfO+Ae40bJ1KZ4buJjRn23CZtPp3H4mxYO+4o/fQ9E0jU3b+zNpSmc2rj/HmpWnadAo2BEw+WTEegp4jGLEsHU89XQVJk7qzODna1HAN2eB+H/+sJ73+1H27buI1WrHarUTF5d+zWvQ/ZGKrFnfJ0eARgghhBBC3Lz58yElBdzc8nsm4k7x94fjx2HVqvyeiRBXk6BJHlFKpSilVimlPlBKtVRKVVRK+SmlnJRSBZRSIUqpnkqpqUqp5Jvob7hSSsu89b2J9hlKqZ8yxy6slHJRShVVSnVSSs1WeVA2KSYmlYT4dGy2rK4//WgDAN9+vYPY2DR+/G7Xv/axaWMYdrtOdFQKDev9SlRUMlarnc8/20SDRsHsOzSEyIvJREQk8cXoLWzdcp71684SF5fO0MFLAGOlSeHCnnj7uGC3K77/ZgfbtpwHYNZvh9B1Iy/JnJmHKV/en27dKpKUaKxg0TR47Y269OtfI8e8vLydmZttJcpH//ubmJhUhBBCCCFE7omOhtmzoXDh/J6JuJM0zVhZNGGCUWJaiLuJBE1ErrlWGMZkMVaVDB/RlAoV/Hn7vYYcPXL9LFdPP1OV7o+G0LhJMBlWOyaThtIVixcep2+v+ZQv9S3Hj8Xg5eWEzabT64k/HWWMa9Q0frueORNHh7YzSUxIx2zWsNsVK1eeYvSoTTzVqwpVqhbEycmEh6cTRYt556j0A/DlF9uYO+cwDRsFM3Zcaz75rDnbdw9gxCfNcHe3YDKBzabzxKNzuRCRmEtXTwghhBBCTJ8Oum4kCBUPFnd3IwHwr7/m90yEyElymohc4+vrijUl67huvSKM+rwldrtOuw5ladKsBJXKf8+IYev44qvWdOhYDj9/N8zmrNidj48rn37Wgp07I3BxtRAQ4M6G9ee4EJGExcmMUgqTWcPF1UJiYgaxsWmkpGbw+diWDB5SG6UUTz/5J2lpNjQtK5CzfWs46/4+i8kEbdqV5aWX69Dt0RBcXS10arcMTYNKlf05euQydrsiId7K3j0XWbqyFwApKRl8MXoLFicTQwfW4cfvd7F9WwSVK/zAoqU9adAoZ54WIYQQQogH0cCBt37uyZOwfDkULZp787lXSAJUQ1AQLF0KLVtC1ar/7dzbee0J8W9kpYnINUlJWZVoXnqlDsWCfWjVfBrdOs0GIDUlg6REK7qumDnjIOVLf0v7Nr/l6GPP7gtUr/IjfZ/+i4ohAXz7Qwc2bOnHomU9mTn3Ebp0K09goDtxcWmOc9LT7CyYdwyTSSMtzcbBA0YZYmeXrLLB69edRSmw22Hp4hMMHriYM2fiWPjXUdzcLJhMJgIDPZk+szuNGgdTqJAHr7xWl2NHY9B1xfFjMRw/FkNCvJXkZBvlK/gDYLfrLFlyPM+uqRBCCCHEvWTiROP2XykF338Prq5gNt+4/f2mSRPj9qAzm8HHB7780lh18l/c6mtPiBuRlSYi19hsumMpZeEgL74ZvwOlYPfuCwD4B7gzd14PDuyLZMXyk+i6Yu/ui47zMzLstG01nbRUOyazRlys8ZPS29uFh+saHzls3RLOubMJ+Pi4ULV6Ieo3KMra1Wf56JNmABzYfwlNM5aXpKfZAaMKjyLn3iGTSaNz+5nExaZRuXIgbdqVpmhRL1q3LUNAgDsvvbCMGdMPMHrUZsqW88PDI6tM8rat59m8/Vk+HbGBvXsu8tzztXP/YgohhBBCPEA2bICDB6FEifyeichvvr5w7hzMnAn9+uX3bISQoInIA5oG3369nStFcl55ta7jueYtStK8RUk6dS3PO2+upsfjIY7nTCYNLy8XlJ5Ok2YlePX1ejRvPAUPDydm/f4Ynp7OPPlUFcaM2kRKSga7dkTQsVM51qx/xtHHsaMxmEwm7Hbd8ZhSChcXM8HFfTh9OhYfH1fWrHuGlk2nkp5uZ8+ei+zffwknJxO1ahdh7JgthB7OyruS/b6mQcfO5dA0jQ+GyccBQgghhBDZ7crM+V+r1s2fk5RklJsNCIB/FFl8YEQZC6WlzHKmIkVgzhyoX//mty7dymtPiJsh23NErrmSm0QpiAhPQtfBYjEx/qvt6HrWSo/Tp+Po3G4mK5ef5NWXlpOSkuE4f9vOAfy16Enm/tmDMaM3s2vnBTZtDGPTxjAA3v+wMSfPvYzFYoyVnm4DYOeOCJYvO0mPJyrRomUpTCbjl26Nhwrxyuv1WLGmN5u2PUvnLhXIsOps3BDGomU9jVUoyigxbDJrhB6O4sTxywC0bF2KYsFejnlbLBrhl17lg/9JsEQIIYQQ4lpq1zZu/8X06ZCYCJ6eeTOne8G8ecZNGCwW4/UwahSk3mTBylt57QlxM2Slicg1drsOZihXzo+4uDTc3CxERaXg5GRCKcUvP+3h4oUkLkYmExaWAEB6uh2bLWtVSECgOwGB7gCsXXUms19Fv2f+Ij3Nxi9TutCte0VW/d2b48cu06VbBY4fv0yHtr8ZK1y+78CUGd0Y9elGigV7M3BwTTRNI/JiEhERiaxaeYrEBCvff7uDUWNaOj7NaNS4OBs3hrFxwznMZhMuLhZ+nNiRls2mAuBTwJnVfz+Dp6cLYGxF0jRyJLEVQgghhBD/zdGj8NdfxsoCIbLz8zO26fzyC7zwQn7PRjzIJGgics2VSjUnTlzmj/k9aNq8JKtXnaZ06QK8+PxSZs88hMmkOfKDWCway1b1wtvb5Zr96ZkdmkyQlGgkmX3njVWM+nQj3/7QgUceM7b2mM0aV1KWmEwa7u5OjPi0uaOfD95dw9fjtmOxmKheoxAH9kdSMcSfzu1nARBc3JuoSylY0+1s3xZBgQIuFCnqzcqVJwk/b5QUfuTREMpXCADg+LEYmjacgrOzmS07niWoSNZqFCGEEEIIcXPS02HMGPDwMFYWCPFPRYvCwoXGCpJ69fJ7NuJBJR+Ti1xjthjLNpSCR7rOpX6dSTRpWoJpUw8wc8ZBMjJ07HZFbGaC1xIlC1CrdtbHCikpGSyYf3G/ONEAACAASURBVJTIi0kAfDmuDZWrBPLe/xrj5+eKt7czERFJHD4UzejPNjnOK13al9XretOocTD9+vzFF6M3k5xsJfRwFEopZkw7ABirQ3btvIDVqrNk0QnH+TExqRw6ZOQ0sVhMxMamc+hgFK+8sAJnFzPNW5SkXv1gpk3Zh82ms2NHBDabTmpqBocOReX5dRVCCCGEuB/NnAnh4eDvn98zEXcrs9nIdTNmDFy6lN+zEQ8qiemKXGO3KchWIu70qcu8/soKypbzxWw24efnws+TO/H4o3+gdBj5ecsc5w8ZsIhlS09SsKA7B48+T/uO5WjfsRwAb73dEF3XCfD5AptNJy3NluPcqtUKsWN7BCj45afdfDNuO8kpGbz6ej3GjmvDh++vpVWrUkRFp7BowXFSU214eTljNmvExaUDoOtZ24Q0DTQTODuZGPRcTXr3nI/ZrLF1SzgHD1yicdPilC/vT7PmJfPkWgohhBBC3M9CQ2HWLGMlgRD/xtPTyHkzahR8/jk4Od34HCFykwRNRK4rHOSOLUMnJiaNGdMOYLGY2LVvIIUKe+Lu7sS6jX1JTbXh5GRi/75IqlUvRFKSlc2bwrBabdjs6pr9TvhhlyP/ScGCHo7HlVL06D6XlJQMKoYEcOJ4DDab0cfSxSd46KHCHDr6PNFRKUybuo9FC44D0LlreU6fimXL5nBHXyaTxq9Tu9KkWXHWrDrD7JkH6dnjTwDsdvhr3hESEqyUKevLH/Mfz5PrJ4QQQghxP0tONt4Ae3vLthxxcwoXhsOHYfJkGDgwv2cjHjTyY0rkuqREG0lJVsexyaRRLNgbJydjGUqlyoHs2B5B6+bTUMCipT25FJlMfHw6JrPGK69llSg+ceIyr7y4nKbNSvBb5jYbgA+GNXbcDw9PYMXyUwDExqbi7e1CQqKValULcuhQFH2ens9zL9Rm3h9HuHghicpVAujZqypff7WNuLg0vH2cSYi34uxswmbTefWl5Qwb0YRXX1rumDNAufJ+dOxUjh++20XfZ2vk1eUTQgghhLhvKWWUF46KguDg/J6NuFdomrEq6fffISQEGjXK7xmJB4kETUSuKVjQg8ohRTi4PzPPhwbt2pdh5OctcHIycyQ0moAAozpOWppRZljTIDU1g/oNgylT1g+r1caWzedZvuwkY79szYC+C9iz+yIbN5yjTBlfTCYjF0rJUr6OcadNyQqmBAa6s2zV0yTEp3NgfyR9np6P3a747usd2Gw6FotG6OEY/vf+WsxmE5qmkZxkzMVq1XFyMmHNsPHyC8sBo7qPu7sZmw1q1y7CR58056NPmpOUZKVNi+lEXUpi9h89KF9BNuMKIYQQQuzc+e/Pr1gBq1dD8eJ3Zj73iu7d83sGdz+LBQoWhNGjoVgxKFky5/M3eu0JcaskaCJyTUCgO2azifR0G87OJj4e2YzAQE+SkzKYO/swzw9ZjIuLhYNHnqNxkxJMm2n8dmjarCQAW3f2Z/PGMLp1noVdVzz91DxCD0ejFJQu6cPxY5cBKFjQPce4BQOzjtt1KIu3twve3i4UC/Zm07Zn+fH7nfz6yz48vZwJLubN4cPRADxcN4jKVQpSqXIAn3+2mWf6VmXblnA2rA/L0X9Kih2A32YcZPx37bDbFb9NP8jOHeHYbIrmjadw4uyLuLnJBkshhBBCPNhq1br+cydPwjffGFstTFKOIofAwPyewb3B3R1SUmDYMOO15O2d9dy/vfaEuB3y40rkmnNn49my6TxKQeMmJUiItzJ0yBJat5jOju3hjgSuyZlbd9q0LUObtmUc538yYj1P9PidAr5uWMwmDh6IQtcVhQt7UKJkAUe7Bg1zruXs/lgIPj4uODubqd8g53Nmi4mpk/ejafDKa/UY/Lzx0zQg0J0Zsx5h7Lg2hFQKZMv2Z+nYqfxVAZPs6tYriouLhfatZ/De26twcTFijmlpNkdJZCGEEEIIcbW4OBg+HNzcwNU1v2cj7mUBARAdDZ99BhkZ+T0b8SCQlSYi13h4OpEUC+4eTowd34blS08CYDZprF51GhQEB3tTtFhWSDg2No3fph+gcZPiTPh+F/Hx6QQFeeHn58bhQ1EoBfHx6bz7YWNcXC20al2KAYNq5hj31MlYuj9akSd7VqFBo5xBE28vI5iSkaETHOzN2jVneOmVh/nfR02wWMyMGL6OH77diUJht2VVzwkIdOdyTCpKKby8nElMtPLY4yEARIQnouuKqtUL0rRpCWo8VJjAbIlphRBCCCEeVIMGGV8nTsx6LCMDRo6E2FiplnM969cbX5s0yd953CuKFoXdu2HCBBg61Njyf63XnhC5QYImItf4+bmRnmQiOcnKlF/30btPNWZM20/jJsXZs/siYecSKF7cB4CkJCtPPvY7Bw5cIinRipOzmfYdyrBwwXF6PB5Cm3ZlGDpkKUePRIMG5cr5Mfv3x645bs8efxAZmcye3RfZsKVfjucCAt3Zc2Aw587F8epLKziw/xJms8bEH3fh7e1Ki1YlSUuzof5RsCcuNhVdVzg7m0hIMFaRzJ19mMHP1WbBkidZvvQkTz5VhcJBnrl/IYUQQggh7lE//WR8vfLG9Uri1/37JY/JvzlyxPgqQZObo2lGIuGFC40ASvfuV7/2hMgtEjQRuSb0cDQ+mTGE4GAvvhyzlf37LnHwwCX2H36OI0eiqfNwEQA2bQxj29ZwrFY7ZrMJfz83Fi88gTXdzpLFJ3jznYas29SHpYtPUKasL3v3XOTrr7ZRoqQP9RsE8+RTVRzjVn+oEGtWnaF27aBrzqtgIQ++GL2ZfXsjAdB1lbmUL50nnqzM0sXHiY/Pub3mSsliq9VYfWIyQdt2xlaikEqBhFSSjadCCCGEEDcyZw4sWQIlShhvdIXILWYzFCkCP/4IhQrl92zE/UxymohcZcvQUQrGjt6Cl7czAApjC03/PguoXP57jh+/TP0GxShUyAOlwGzWWLqqF/0G1MDb28WRd8RsNtGpS3lCKgXy/KAlrFl9hsmT9vH84MV07zybw4cuMXnSXsqU8WXd5j58+XXba84pPd3mKEmcXcdOZWnWoiQ//twZLy9nylfww8vbSOaqaeDv74aPjwvlK/jxeM/KnDwZR/XKP/LS0GWofy5NEUIIIYQQOaxeDZMmGZVOJPGryAvOzkZFnZEj83sm4n4mP75E3tA0mjYtgaurBTdXJyIiErFa7djtin17LnIhIpFuj1bEzc2CZtLw8HDm8zGtOB/5Kk/2rHJVd527lQfAZNKw2RSrV52mbcsZvPziMn74bhf9+yxAu87HF0/1+INTJ2MBqFotEIvFhJOTiY0bwggOGkeZMr6EX3qNnXsHER75Oh993BSLxUR8fDpffNWanXsHsXd3JL9NP8DpU3FMm7KPS5HJeXfthBBCCCHucTt2wBdfGJVynKTAoMhD7u7gKTvmRR6SoEk+0TTtJ03TVLbb8Fzq98w/+v2329+5Mea1mDSNDp3K8cPEDnh5OzPvjyMMGlKLfv1rUKCAK43rT2biD7v48KOmrFzzNP7+bgDs3BHBu2+v5uyZOACUUsyYtp+QkABiEt7k0NHncXYxO54jc8GHUjD/zyPExaUBxhacU6disdnsbN583jGvI6ExjP2qNd9P6EBcfBrJSVa6dZ6dIwjSoVM5dF1hs+mMGG5k5apUOQCzRcPV1UyXrhUoWEgSvwohhBBCXM9HH4G/v1TKEXeGj0/W/cjI/JuHuD9JTpN8oGlaM6B/fs8jr/j7u9G7b3Vm/naQPbsuEHkxmdWrTjN2XBuKl/BhzqxDmXtaNRo0KEb1GoUd57ZvM4P0NDtTft1HeOSrrF93ltdeXgFAQIA7XbpVYOGSJ/nx+128+no97LrO9q0RTJ+6n0H9F1KzVhDLVj3NC0OW8NuMAyhAZRbFubIQZdbMg5w5HUdIxQD27Yvk4oVEWjabSr36xZg7+xCBBT2oUrUgoYejsFrttG89gwk/d+T9DxtTuowv588nMPHH3XTrXoFChSWsLYQQQgjxT15e4CGfMYl88M47MHYs+Pnl90zE/UKCJneYpmluwE+ABiQDefXrJAoYdIM20bk9qKZB0+YlGDd2CwoYOaollasEUrNWEMHFjVLDjz1eiQybTgEfF2rWypm81c3VQnqaneQkKzabTlCQFwB2XREVlYyu69hsOh/8rzHlyvsDUKtWEWZMOwBo6Lqx9GTfvkj0rArCaBrUrFWYkEoBTJ96EICLF5NRylilEnYugYsXjqDrEHkxmYT4dCb83InBAxazZfN5Zs08xFvvNASga8fZhJ2L5/c5h1m5tnduX0IhhBBCiHvS4cPGJ/4mE3h75/ds7i0BAfk9g3vflWsYEwPvvgujR+dcgSLErZKgyZ03HCgLhANzgFfzaJwUpdT8POr7upSCeX8cwdnZjKZp1KwVxJYdORfVmEwavZ6ues3z16x/hldeXM6O7RE0bTiF1et6s3z107RpMZ333l7D3j2RzJl1CIB9h4Y4Sv7+tegJ1q45Q8vWpQGYPK0rY0dv5uCBKEJDo9F1RaFCnjRtVsoRNMmey1XXFZUqB7Jn90UAnh3wEDHRqTg5m3D3cKJ9h7KOtv7+bpw7G8eZ07GcOxtP8RLy01gIIYQQD7YDB+CDD6BdO3mjeiseeSS/Z3Dvy34NIyKMwMmoURLAE7dPcprcQZqm1QRezzx8CUjIx+nkGScnM8tXPc32PQN4qGbhG5+QjaenC76+rqSn2zl2NIbTp+Ic+U4AUlMzACPgsX9fJN06zWLOrEP4B7jz2OOV8PU1Ns6WK+/Pjz93ZuO2Z5k7rwdvvt2Ab75vf935FC/uTVxsmuO4Yog/77y1muSkDHwLuGIyZSWZnTS1C3a7IjIyhc8+3fifvj8hhBBCiPvNrl3GG1R3dwmYiLtDkSJw7pzxuoyPz+/ZiHudBE3uEE3TLMDPgBlYoJT6M5+nlCc0Dd5+vwFr157BzfXqhUzJyVb+/D2UCxGJAJw8GUvPHn8w+de9ALRvPYNlS0/g6+tKn77VMJmgWLA3S1Y8xfhv2/HjT52Y+Esnlqx4ii+/2MKa1WcYOmTJNeeilGLUpxt5rNscvvt2B7quKF/Bnzfern9V25BK/pwPN2JYJpOGAsqW8wXg9Ok4GtadROf2MwkKGMv6deccq1RSMoM4QgghhBAPor//hg8/NIIl8om+uJsULWoETt5+Gy5fzu/ZiHuZbM+5c94AHgKSgBfyeS55Rin4eNgGzGaNjRvOMW/BEzmeH/TsIlauOIXZrOHqaqFMWV92bI9gyeLjPPFkZcwWE5pmovbDQSxdcoKpU/bzwbAmbNxwjpXLTzFn1iHWrz/HwEE1ebRHJbZuOZ9j60x2q1aeZvSoTdhsisQEKz98t5PvvtlBqdIFjMCIUo7gx6aN58mwGklQvv6uHTab7ihTfMX6dWdRChb9dYzAQHfi4tLo0rV87l9EIYQQQoi7nFIwbx5MmACFCoFb5sLgiRONr4NulFlP5CDX7fZd6xoWKWJs1Xn9dfjsM6MEthD/lQRN7gBN08oBwzIPP1BKhd2BYf01TVsFVAMKAPHAaWAtMFEpdTIvB9c0jdKlfa963GQ2ghXJyTaSkzOIiUlF06BuvaK4ulpYvqoXmzeFUb9hMSqW+R5d1zl6NIZNG8LQdcX6deewWu38Nv0AZyNeof/AhzCZNJKTrSxbcpIjodH8NGEXlasG8liPSmiaBigsFhPbt4VjtRrbfvr0rc6smYdITbUBxpaiiiHedOtekWf6VufXn/dgzQyi+Pq5MnZca86dTWDJ4hN8MKwxpUr7EhebRrFg+UhFCCGEEA+WjAzjDeqCBcabUmfn/J6RENcXFGSUIX71Vfj0UyhdOr9nJO41EjTJY5rxrv1nwBXYCXx7h4b2BFpmOw7IvNUBXtc0bQxGAMeeWwOasm326vpIecZ82fqqNhN+7sTK5SfZtjWcb7/egaZBm3ZlmPPHY2iahn+AO527VgBg3sLH2bL5PAMH16JT53L07jkPpRRFi3nx6WctMsc0co0M7r+IFctPkZ5uQynYsC6M7Vsj+GBYE4Z98DeaBgcOXAKggK8b06bux6eAKw0aFuPvv88SG5tGbFwan4/axNkzcVSpVhCTCXQdkpKsHAm9zOtv1uO1N7K29nh6yl8IQgghhHiwxMcbyTX37IHgYDCb83tGQtxYoULGFp1XXzUSFtepk98zEvcSCZrkvUFAE8AODMrNIMW/iACWAXuBSMAZo2LPI0BVjLwq7wBBQN//0rGmaX9f7zmTVtRxv2SJAjmSp17h7u5E1+4V6dq9IvXqF2PxwuO880GjzBUhOTVuUoLGTUoA0Kx5SSwWE0pBt+4VeOSxkJxjmzQyMuw5KuIEBLozfep+ADIydBITrJjNJtJSbdhsipjoVNavO4ebmxNJiVbILD88Z/Zh3nynIYcPRbNxwzkiI5P5+qttHD8Ww5Tp3f7L5RJCCCGEuG8cPw4jRkBsLBQvbuSyE+Je4ecHSUlGDp6BA41qO/IaFjdDEsHmIU3TigKjMw/HK6X23IFhnwaClVL9lVLfKKXmKKWmK6WGK6WqAc9jBHAA+mia1isvJnH5ctoN23TpVoEJv3SiVKkCjsdee3k5pYLHs2TRcQBsNp1Lkcm4uzuxcm1vxo5rzbARza7qa/x37bDbVY7Hfv+jB+npNsexritsNp20tAxMJrBYTAQEuBsBE8DTy1g5UqVqQcqU9eWHiR05EPqco3pPhvVOxLuEEEIIIe4uum5sxXnlFUhLMxJsyptNcS/y9DS260ycaOQ4SU7O7xmJe8EDvdJE07QBQLHc6EspNfwaD38PeAPngP/lxjg3MY9/rYGrlPpB0zRf4NPMhz4AZvyH/ptd7zmzqZgCqFDBj89Gt7xes+tKSbHy80QjrvTtN9tp37EsTRtMJjQ0mo9HNmPoiw9TrXqha56blGjFYjFhs+mOx/wC3HjhpYd5581V6FkPo+tgsWhMmd6VWTMPsvCv444+AA4dvETdWr8wY/YjlCvnx6q1vdm0MYz2Ha+dcFYIIYQQ4n4VHQ3jxsGOHcabTReX/J6RELfH2dlYKbVxIxw9Cu+/D+WltoP4Fw900AQYANTNpb6GZz/QNO1xoEvm4VCl1N0Ux/wSeAvwASpqmlZaKXUqtzrPsCnc3Z0cxypzz8y1tuBcEROdwqZNYZjNGrquaNiwOHa7IjQ0Gl1XbN54nqEvPuxoe+ZMPDVrFXb0ee5cPE5OWUETnwLObNsazpDna9O7TzV+/G4XHw1b5xivVevSdOpSnoULjl81F7tdcfRINLN+O8iHw5pQtJg3jz9Z+fYvjBBCCCHEPULXYeVK+OEHsNuhRAlZXSLuHyaTkZPn8mVjBVWvXtCjhyQ1Ftcm23PygKZpfsDXmYdzlVKL8nM+/6SUSgO2ZnuoQm72f+FCIjabHaUUe3ZfJCjgS2pUnkBiYvo1248auZEyJb7hm/HbCSriReHCnvTpVx2LxcTMuY/Sr38NPv+iFQDp6TZq1/iJ9m1m8M347Y4+GjQMZvjHzShY0B2A+DgrfZ6ez5JFx/HwcKZv/+p88307GjYqxsjPWzBj9iMcOhhFubK+BBf3Aow/BH6Z0pnWbUtTpowvTzxZmYSEdEfQRwghhBDiQXDsmJEw86uvwMvLqJBzswGTxo2Nm/hv5Lrdvlu5hn5+RhniadPghRfg8OG8mZu4tz3QK02UUvXyqOvOwJV9JFGapn1wnXZNst/P1m6bUmplHs3tiphs96+uDXwbNCCwwBfUqh1Ep87lsVrtREQksmD+UYKKeNGiZSkAfp9zmN9mHCQ6OgVdVxzcf4kL0a/n6KttuzK0aVuaX3/ew6+T9tG0WQmSko2krdOm7GfEsHW8+35jXn+rPs8NrU2HTmVp3/o3zoclAJCaaqNx/V/ZtzcSgL7PVueFlx4mPCyBxvUnYc9MU1KggAvbdg8gKMiLHo8bq0rGjtnCx8PX07xFSeYtfCI3L5EQQgghxF0nPBymT4e//wY3t1tL9hoScuM24mpy3W7frV5DJydjJdXly/Daa9C8OfTta1TcEQIe8KBJHsr+6+X5mzyneeYNYDyQ10ET/2z343KzYycnM6mpNnbuuMAvU7qwe/dF3D2cePWlFWga/Dq1Kx06lWPIwMVYrXZq1ipM7z7VeLSH8ZPu3Nk4unScha+vGwuWPMmyJSd5/dWV2O2KgwcuMWPWI4SFJfDuW6uw2RQjPlpHlWoFaduuDCVKFEDXdcxmjToPF6FSlQD274t0zO2veUcpV96PD99bmyPPSUKCFavVTnq6jTWrTlOrdhFWrzxlbA3aFJabl0cIIYQQ4q5y5gzMnQtr1xolhIsVM7YvCPEg8fODAgVgwwbj1rWrUWHH3//G54r7mwRNHkCaprkA2VfZHMvN/uPj02nfoQyt2pTB29uVPv2q4+pqZs7MQ5jNGlpmKeJ27cuwcMExevWuxsDBNR3nDx64mFMn44A4Zs44SFCQJ2azCbvdTrXqhWjbvgxms4nLMSmMGrkJJ4uZiPBEdF1x9GgMcbHGNiAnZzNNG0zBbNbw9TMq4LTrUDZHwMRi0bDZlJFH5eFf0ZXClqHj5+fGX4ufYPSozZLPRAghhBD3nYwM2LUL/vwTDhwAi8XYhmM2316/oaHGV1k58d/Idbt9uXENTSajOlRGBsyfb1SNatfOCKAUy5XyIeJeJEGTPKCUmgxMvlE7TdOGA8MyDz+6TgWevPAaRhJYgONKqRO52fnrb9Zn2Iim7Np5gUZ1JxEVlULxEt4opbDboU6dIgBMn/UIuq4wmXKu+yxbxpdNG4zVHRcvJhJ1KZl33m9Ih47lqFQ5EKvVzgtDFpOUbGXSlC7ExaXTu081Xh66jOnT9qPrCovFREhIADu3R2AyaTRtVoLf54QybfL+HGNVrVqIgwcv4eHhRHJyBna7ca7VaqdsOT9Kl/Fl08ZzNG9REmfn2/wrQgghhBAiHykFJ0/CunWwbJlRbtXNzUiImVtJXjdsML7Km///Rq7b7cvNa+jkZARJbDZYsgQWLYLq1Y3gSc2aUkXqQSNBk3vEPwIsU5RSfa/R5n3gT6VU6P/Zu+/4KKr1j+OfZzeNJPTeQWkivdm73Cv2rij23tu165Vr+em1X3sXsWJD7KAIFkQ6SO8dpIeEkrZ7fn/MJNngpkFIyPJ9v16TnJk5O3N2dmdn59lTitnO1cBDEYseKSpv2cvoTU89MZY1a7bw6cezyczMJRg0gkEjLi5AavUEFi/exPn9P+eUU9tz7fW9/7adO+45hMHv/IlzMHrUMqZN+Qsz48KLugIwetQSPvt0Fjk5YapVi+PVN07EzBg7djmhkNdpa1K1OK66ticpqQm88L/xfP7p3w9JtWpx3H3/oXTu3IAbr/+OUSOXcuSRLWjQKIWvhs3jwvOG8u03CwgEjC5dGnLm2R3L61CJiIiIVIjcXJg/H8aNgx9/9PptMIN69bzmCCJStLg4L3gSDnvn0YMPeoHGo4+GI47wAjRxuqOOeXqJY8tZwMNmNgX4GZgNbAISgDbA6UCXiPzvAYPLa+eRg8z8PHop4bC3wPtvfPTpmfTs1ZgrL/uasWNWMHbMCq64qgfx8YVrcOTmOOLjgwQCRsuWNZg6+S+cc7w7+E9uu/0gevRoTLVq8WRmZjL08zlcfmUP6tWrRlpaZv42ps28inr1UhhwQWdeeXEiZkbzFtVJTk5g6dLNdOpUn61bsnn+2fFs2ZLNlMl/AfDbb8tp0DCFrVtz84cjDoUcjRqllNdhEhEREdltnIPVq2HOHBg7FiZOhOxsb12dOl6tEhEpm0DACzSCdz4NHw7ffefVODnoIDj4YOjYEWqX6/AasqdQ0CQ2dfenouQCj+E1CSrX8XSTk+M5/MiW3HLrgSxdtplrr/yGnJwws2etZ9jQORxzbGvOG9CJ0aOW0LfvPgSDAVYsT6dps+qYXy/0+mu/xTlH7drVeOPtk1m18gPG/r6CBx/4mVv/dSC1aifx8KNHcetNI0iID9KsWQ2OOWIwa9dsA+D0MzuQnJzAxRd8AcCwb85lxPCFnH3O/lx9xTekb87i9zEropY/JzdMp84NWLE8I39Z48ap9D6gaXkeJhEREZFykZUFy5d7zW6mTIGpUyEjwwueJCZ6N3Hx8ZVdSpHYkZDg9f8DXgDlt9+8TpSd82ql9OkDnTtD69bQoEH5NX2TyqOgSWy5AG8Y44OA/YF6eKPkBICNwCy8GihvOedW7o4C1KufzJBPzwTgwIOb0bp1LW6+4XsWLtzEaWd4DQxPPa0Dp57WAYBzzviUH0Ys4oKLuvC/F44jNzdM2qZMLGDUrZdMMBjgmut7MWP6Wk46pR1mxuWXDOObr+bTpWsDhn51LjVqJNKgYQorV2YQCMB553figftG8fWX88jNDfP1l/NxOF59eRJ33XMI06b+RctWNf3OZgtzYfhh+CICgYKaMxdd0pXERJ0qIiIiUnmc85rWrF7tDQ08Z47X8eXy5d5NWSgESUlQs6Y3icjul5AAjRp5aee8foKGDfM6kQWvKU+7dl4tlNatoXFjbyjjFFVir1J0J1iJ/I5fB5ZXXufcdGA68OKulWznrVqZUWi+zwFN+X38ZUXmnzrlL3Jzw0ycsAqAJx77nfnzNoBzfPTpGUDhIAvAsmXp5OaGWbNmGzVqeL0w/efhIznv7M+oVSuJc878LL9vE4Ds7BDBoIGDe+8axXkDOvHYE8dyygkfMmXyGnYU+dgePRsx4MIuf8sjIiIiUp6ysrwaIps3Q1oabNoEf/0FS5d6gZFVq7zASCDg9VOSkACpqd4v3hoeWKTymXnnZGpqwbLsbK8vlKlTC/p/DIW8oEnjxt5IPc2aQf363nDHNWtC9erelJKy66NZSflQ0ETKVYsWZftp44OPz+DD96fnDzmckBjEAkZ8XIA6/jDB16hmvAAAIABJREFUOxr83ql8MmQWJ57cNn/ZbTcNZ8uWHLZsycmvApeYGCAn1xEOOc4f0Ilx41Yxd84Gvv16AV8Nm0dGRvbfN27QpHEKq1ZtJRg07rnvUFq01M81IiIi4v2S7Jx305ObWzDl5Hj/s7O9dHa2N2Vlef8zM2HbNtiyxQuK5AVHMjK8AEl6uve4yBukvABJUpI3NWigGyiRqiYhwetLKLLTZee88339eq/W2K+/eh3NRp7fznnLkpKgRg0viJIXUMn7X6OGV5Ml7zMiMdHbX+QUH+91VJs3BYMFwRspPSvnLi1kL2Vmo4GDgT9LyCqVo73/f26llkKi0WuzZ9Prs2erjNenpXOufgXur0KYJW+BRtsruxw7b6fvAIp4YOTilf6vJ03Td1hnEf92SP/tfzEFdM5rIKzv5IUt8xswtNhaueXY2+i4V55oxz4vxFHUZ4jz/+Td1Off3LuIdYUy7/BZs8MHT9TPoTJ+OO3Jn2XL4pzLLXN3vQqaSLnwgyY4546s3JJINHp99lx6bfZsen32bHp9pCLofVY5dNwrh4575dGx33OpBaSIiIiIiIiISBQKmoiIiIiIiIiIRKGgiYiIiIiIiIhIFAqaiIiIiIiIiIhEoaCJiIiIiIiIiEgUCpqIiIiIiIiIiEShIYdFRERERERERKJQTRMRERERERERkSgUNBERERERERERiUJBExERERERERGRKBQ0ERERERERERGJQkETEREREREREZEoFDQREREREREREYlCQRMRERERERERkSgUNJGdYp5zzOxrM1thZllmttrMRprZ5WYWV9ll3BuZ2Wgzc6WcllR2eWOFmQXNrJOZXWxmz5vZWDPbFnGsB+7ENo8zsyFmttTMMs1srZmNMbNbzCxlNzyNmFVer4+ZDSrD+eV289OKGWZW08zONrOXzWycmW0wsxwz22Rm08zsJTPrXcZt6vyRUvO/07Qzs/5m9pR/LU2POJ8HVWBZEsxsxg6fJ0dW1P4rUmUcdzOrb2YXmtlbZjbFzNL8z5sNZjbBL8d+5b3fPUllvt/NLN7MrvDvF1abd/+wwsy+Mu++wnbXvvckFX2NMrPDzexNM5vpv9Y5ZrbRzCaa2bNm1qW89xlrdGMrZWZmtYFPgaN3WNXIn44GrjGz05xzyyq6fCKV4GPg9PLYkJklAm8D/XdYVd+fDgauM7PTnXN/lsc+9wLl9vpI+TKzO4AHgcQoq2v5Uxe8a8p7wFXOuW3FbE/nj+yMJ4FbK7sQvruB/Su7EBWkQo+7mT0HXAsEo6yu40+9gJvN7BngTudcqKLKV4Eq5f1uZq2Az4HuO6xq6k8nApeb2VnOubSKLV3FqOhrlJlVAwYBZ0dZXRvo6U83mNnzwK3OufCu7jcWKWgiZWJmCcAw4DB/0XLgNWAB0Ay4FNgP6AF8Z2YHOefSK6OswmklrC/yxkPKbMcvYBuBDUDbndjWO8A5fnoD3vk1HagHDAD6APsC35vZAc655TtV4r1Leb4+ea4C1u7C48XTjoKAySLgR2AqsB7vC90xwBl4r+EAoIGZ9SvmS53OH9kZO35GZOB9v+lYkYUws47APf7sViDWa0VV9HHvGLHPmcBPeJ8PaUAD4ASgH15N/NuAmsAVu6kslanC3+9mVgv4DujgL5oNvAWsANoAVwLNgWOBz83sH8653N1VnkpU0deoD4BT/XQIGAKMw/v+0gTvh+4T8N7zNwHZwB27uM/Y5JzTpKnUE94J5fxpElB7h/VJwPcReZ6o7DLvTRMwOu/YV3ZZ9qYJ70vuo8CZQGt/2cUR58HAUm7nlIjHLAVa7LA+gPclIy/PJ5X93KvCVI6vz6CIx7Sq7OcVCxPwOvA1cARgReQ5DO9Lfd6xv6SIfDp/NO3UhHfD9jRwPtAeMODIiPfKoAooQwAY6+/vy8jrOXBkZR+jWDjuwHDgPaBnMXnOBHIiynB0ZR+nqn7c/X0+E7H974CkHdbXASZH5Lmuso/TbjgGFXqN8q+dedvaDHQrIt9xQK6fLweoV9nHak+cVNNESs28fkru9WcdcKFzblNkHudcppldiPeLYQpeda/HnHMbKra0IhXHOfd/5bSpgRHpa9wOzducc2Ezuw7v1/cWwJlm1sk5N6Oc9h+TyvH1kfJ3x47XkR055341s7uB5/1FF+NVb97RwIi0zh8pNefcazsuq4SuFa4HDsSrYXI9MLiiC1DRKuG4n1uKz5tPzexAvJomABfh1UiJGRV93M2sAV6zKPDe3xc55zJ3KNNG//7hT7wgzv1m9oqLreZRAyPSFXGN+mdE+lXn3NRomZxz35vZF3i1OuOAg4CvdnKfMUsdwUpZHI3X3g5gpHNuZrRMzrm1wEf+bCJeZFVEimFmbYFu/ux859y30fI557bj/TqfJ1o7VZEqoaQbmAifRKQ777hS549UZWbWEnjEn71/x5spKR/l9XkjZXYqkOCnP/TvE/7GDw7kBaga4tVAjAmVdI1qEJGeX0LeeRHpWG8WuFMUNJGy+EdE+vsS8kauP243lEUk1kT+IjC8hLw6v2RvkxGRrhZlvc4fqcpeBVLxmic8V8llkZI/b6RsdP9QOdeoNRHpkvpwi1w/exf2GbMUNJGy6BSRnlRC3olFPE4qiJl94w/nlu0PpTfVvOFWu5X8aKkEZTm/puJ16AXQcW8Zom8P87qZLfOHS0wzs1lm9rqZHV7ZBYtRkefH0hLW6/yRKsPMLsC7oQoBV8ZYc4SqqqTPGykb3T9UzjVqWET6qqK+/5vZcRQMHjHaOTdtJ/cX0xQ0kbJoF5FeUkLeFRSc8G31pbRSHI83BHQ8XgdbXfHaSU8xs7f8Ychkz1Hq88t5Pcqv9GdT8Ibqk4p1LF5P/wl4IyzsB1wO/GxmX5tZncosXAy6MiL9TZT1On+kyjGz+ngdZAI855wr6WZKKkbkiDnRPm+klMwsgDcaDHj3BStKeEhkkKpdkbmqngq/RjnnJgLP+rM1gIlm9r6Z3WBm55jZLWb2NV7HvEHgNwpG9pEdqCNYKYtaEen1xWV0zuWaWTrekJFxeCf9lt1YNimwAa/q3yRgFV6HWq2AE/HGfwe4BGhhZse52BzSrSoq9fnl24DXUVjeY0v6IiLlIwP4ARiPN0RjCG+49X9QUAX5BLzgySFOQ67vMjM7GO8zCyCTgi+BkXT+SFX0HFAX77Pk35VcFgHM7Fy8oDh4zRveqsTixIJUCu4300rxnTNy4IhaReaqeirlGuWcu8XMluAN5FEfOM+fIi3y13/mnMvZmf3sDRQ0kbJIjUhnFpmrwHa8oAlAdRQ0qQh3AxOL+NB71MxOwxtuLxmvd+47Keh8TirXzpxfeaqXc1kkuufxhkHcGmXdU2Z2GPApXudrnYCnKPyLpZSRmTUCPqagZuz9zrnlUbLq/JEqxcxOBM71Z69zzuk7UiUzs45A5MgyNxTxeS+lp89mT2Ueh9fxfvB5iuiBqH2Au/BGNtKoOUVQ0EQkhjjnxpawfqiZXQG87y+63cyedM5l7f7SSRm4yi6A/F1JVef9oXFPB37Fq+F1iZkNdM6tLO5xEp2ZpeC1yc6rmvwN3pe+kuj8iTFmdjleja5d5pwbWB7b2RVmVh142Z/9zDm3R96oxNpxL44foP2KghvUl5xznxTzkN1Zllg97qX5bK60z+8KPO4V9hzNrBfwBd51dCrwIN53lM1AY7xa6APxmvB/YWbXO+dejr61vZuCJlIWWyioOZJEyTVHIvvMyCgyl1Qo59wHZvZvoD1eXwyHUDDEm1SeyPOpNP3N6PzaAznnxpjZCLyOHYP+f1XvLiMzSwK+BPr4i8YA5zjnivqyqfMntl0OHFBO2xpYTtvZFf/FuzlLB26s5LIUJ9aOe1R+H1Qj8H5xB6/GYGW+LrF03Mv62Zwcka7oz+bdedwr/BplZl2AX/xtjQWOds5F1nJZBrxkZt/jNTmuCzxvZr+rM9i/U0ewUhZpEem6xWU0szi8TocAcvGqfMmeY3REun1lFUIKKfX5FSVPWpG5pDKMjkjr/CojM0sAPgeO9heNB44voZq8zh+pEvxmfFf7s3c751ZVZnn2dmZWEy9g0tlf9BVwnkYxKjdb8O4DAGqZWbCE/LH62VwZ16jHKAi+3LJDwCSfc24R8KQ/GwSu2cn9xTTVNJGymAe09tOtKH4YtmZ4Jx7A/GJ+HZTKEdnRVu0ic0lFmgcc5adbAT8XldEPSuY1WdhKQS/rsmfQ+bWTzCwe+ATo5y+aAhxXig51df7EMOfcgZVdhnJ0KV7zve1APTO7r4h8LSPSF5jZoX76Y+fcvN1ZwDwxdtz/xm8mNRzo6S8aDpxV2Z1hxtJxd86FzWwh3g8IQbz7g+LuHyLf9xXyPs+zm497hV6jzCyRgg6NM/B+fCjOj8CjfrpPcRn3VgqaSFnMwKtqDtCLYk54f33k42TPEquR/Kos8jzpBbxTTN5uFAQlZykoucfR+bUT/C+KHwIn+4umA32dc5tK8XCdP1JVmP+/GvCfUj7m0oj0DCr4ZjIWmVkq3lCrec0xfgJOVR9vu8UMCmpd9qL4oEms3j9U9DWqHhDvpzNKsY3NEemUndhfzFPzHCmL4RHpfxaZy3NcRPr73VAW2TVHRKT15WvPoPMrduj8KiO/yva7wBn+olnAsc65DUU/qhCdPyJSKmaWDHyN16cbeP0+nFRU8wXZZfp8rvhjEFk7s57fT1hxImv4lPa6u1dR0ETKYhSwzk8fa2b7R8tkZg0oGEYvE2/0A9lDmFl/oIM/mwH8VonFEZ9zbj5eUwSAtmbWL1o+/8IXOYztx7u7bFJ6ZnYwBV+IwhT+oiRRmFkAr7PcvOvGPOAY59za0m5D549UFc65i51zVtJE4dq8R0Ws+6Kyyh4L/M+AYRQEt38HTnDObau8UsW8L4BsP93fv0/4G/++Iq8vq78ovkZ7lVLR1yjnXAZeR68ACcDpJTzk3Ij0xJ3ZZ6xT0ERKzTmXCzzizxow2MwKtdf3T/Z3KKja9UIZfimUXWBmN5pZsb1+m9mpwBsRi57SLyt7lMiq2i+bWYvIlf7N5YtA3vJPnXOxVH11j2VmF5pZXzOzYvIcCgyloPr9YOfc8gopYBXlH89XgQv9RQvwbhD/2onN6fyRSmdmA83M+dOgyi7P3qI0x93vZPozCvp6GAf0c86VNBqkFKE0x905tw54yZ9NBQbtWPPBv594l4Lr58Mx2BlvuV2jSvk582FE+n/+aDrRtjWAwk0A3yvmOey11KeJlNXLeNWnDwN6ANPM7FW8L7rNgMuA/fy8s4CHK6OQe6mj8T4U5wIjgZl4VewMr9Opk4CDI/KPoqDTJ9kFZtYa770fKfLidLTfX0Okz5xzUyIXOOeGmdkQ4By8qpKT/PNrBl4/GRdS0EHXauDWcnoKMa2cXp8ewE3AcjMbjtffxjoghPfZ9w9/yvvCNxO4pXyeQUx7BG+YR4Ac4DmgTzGxqTwjdvxlWOeP7CwzqwX8a4fFkdXVu5vZjt9nfnLO/bR7SxbbKuG4DwKO99MZeN9pjy7p8ybWavdU0vv9P3jNTjrgdfQ92czewOvktA1wFdDczzsaeG0X9rVHqoRr1H+Bs/EG8agHjPf3/zNe853GwIl4313yvOacK6nT2L2SgiZSJs65bDM7BW8M+6PxPuCiBUYmA6c55zZHWSe7V3uKH+bUAa/jDT+WXUw+Kb2WwL3FrD/MnyItoKCqZqSL8F6jc/EuctG2uxA4Q7UYSq08X5/mFNzkF2UocIVzTp3AliwykBuPFzQpjdbAkijLdf7IzqhF8Z8RXSgcaAVvGFUFTXZNRR/3yM+b6nhBlNIoMYpbxVT4+905l+Y3Sfkc6I73A+tTUbL+yB4wgtFuVGHXKOfcJjM7Bq+JTy8gES8wc2ERD3kB/dhTJAVNpMz8k/BYvOjlBXgffvWATXi/rn4EvO0355GKcxtex2YH4V3sGuC9LnF4I3jMw+u/5O2KGq5Qys7vub+/mb2DV13yQLzXMgOYjzcc62vOua2VV8q90hPAJLzXowfQEO/8SsLrdX4xXtv4wc65yZVVyL2dzh8RkT2Tc26J34z8Yrygwf5AbWA93o8U7+INqR2zI5pV9DXKObfYzA7EG5XubLzgSSO80bsygEV49wZvOuf+LI99xiqL4feliIiIiIiIiMhOU0ewIiIiIiIiIiJRKGgiIiIiIiIiIhKFgiYiIiIiIiIiIlEoaCIiIiIiIiIiEoWCJiIiIiIiIiIiUShoIiIiIiIiIiIShYImIiIiIiIiIiJRKGgiIiIiIiIiIhKFgiYiIiIiIiIiIlEoaCIisgcys1Zm5vxpUGWXR0RERERkb6SgiYiIAGBm70UEas4pRf4EM/sl4jFDzMwqoqwiIiIiIhVBQRMREcnzKOD89N2lyP8mcJifHgtc5JxzxeQXEREREalSFDQREREAnHMzga/82a5m1q+ovGb2ADDAn10EnOKcy9zNRRQRERERqVAKmoiISKRHI9JRa5uY2XnAQH82DTjBObduN5dLRERERKTCKWgiIiL5nHN/AKP92cPM7JDI9f78W/5sDnCGc25OxZVQRERERKTiKGgiIlIFmdmRER2wDvSXtTCzp8xsjpltNbM0M/vdzK41s7gybD5qbRMz2xf4Akj0F13lnPtpV5+LiIhILDGzmf71eaE/n2JmN5jZGDNbZ2bpZjbJzC43s8AOj21vZs/629hqZpvM7Bsz6105z0ZEyvIlWkRE9lBmdhzwIVBrh1UH+dOpZnaScy6rpG0550aY2SSgJ3CCmXUBlgPfAPX8bP/nnHu73J6AiIhIDDCzJKC9PzvTzA4APgD22SFrD+B1oCtwgx88uRuv+WvkPVoycDxwjJkd7Zz7fTcWX0SiUE0TEZGqrxvwGV4NkFeBi4H+wFPAVj9PX+DeMmzzsYj0/f72874Efgzct/PFFRERiVmdgaCfTgRGAI2A14CLgMuAYRH5rzezzsArwMPAQrxrbH/gX8DSiG09ubsLLyJ/ZxodUkRkz2NmrYDF/uw7zrmLd1h/JDAqYtEy4Fjn3Pwd8vUBxuD9arUJaFya2ib+L16zKAiU5BkLHK2RckRERP7OzK7AC5DkmQKc6pxbtkO+94Dz/dlZQEfgv8C9zrlQRL76wBygDuCA2s65zbvvGYjIjlTTREQkNgzYMWAC4JwbDwzxZ2sDfUqzMedcGO/LWyQNLSwiIlK8bhHppcA/dgyY+N6NSHcEXnTO3RUZMAHwR6cb7s8a0LA8CysiJVPQRESk6pvinPu1mPWRnbV2LMN2c3eYv0JDC4uIiBSre0T6Jufc+iLyRS5fBdxRzDY3RKRLrC0qIuVLHcGKiOwEM7scaFYe23LODdzFTfxRwvqVEenapdmgmR2G10FdpJMpHIARERERn5kZXp8m4NUy+bKY7C0i0m8457YVk7eV/z+EF2ARkQqkoImIyM65HDignLY1cBcfX9SvWHkif5VKKmljZtaOgqGFHbAdr/f+K8zsIefchuIeLyIispdqC6T66eGu+M4ju0Skvy9hu538//Occzk7WzgR2TlqniMiUvWFy2tDZlYP+BavwznwevB/3E8nAzeW175ERERiTGR/JhNKyNvD/5+L11lsVGZWi4KaJkXmE5HdR0ETEZGd4Jw70Dln5TFV9nPJY2ZJeFWJ9/UXve2c+z/gOWCLv+x6M0uN9ngREZG9XGR/JpNLmXd2CR2sRwZiStqmiOwGCpqIiEheO+zBwEH+opHAVQDOuU3Aq/7yOnnLRUREpJC8AEcOMKOoTGZWF2juz5ZUeyQyEKOaJiKVQEETEREBb3jhs/z0LOCMHdpNP0VB3yi3mFlCRRZORESkCsgLmsx0zmUXk69HRLqk2iORNU2m7lSpRGSXKGgiIrKXM7OrgNv92TXACc65zZF5nHOrgUH+bFPgwgoroIiIyB7OzBoCjfzZ8qw9kpd3qXNu486UTUR2jYImIiJ7MTM7DnjBn90OnOycW1JE9sfxhjsEuMPMdA0RERHx7Ex/Jo5iao+YWSLQwZ9V0xyRSqIvvCIieykz6wp8jDf8fBg43zk3vqj8zrlFwBB/ti1wxm4vpIiISNUQ2YympABHXvOchc659GLydQLiS7lNEdlNFDQREdkLmVlT4Bugur/odufc0FI89FG8X8YA7todZRMREamC8oImYWBaUZn8Eeja+LNl6c9EQRORSqKgiYjIXsb/wvYNXt8kAC87554uzWOdczOAr/zZHmb2z91QRBERkaomL8Ax3zm3pZh8XSm4B9PIOSJVgDnnSs4lIiIiIiIiIrKXUU0TEREREREREZEoFDQREREREREREYlCQRMRERERERERkSgUNBERERERERERiUJBExERERERERGRKBQ0ERERERERERGJQkETEREREREREZEoFDQREREREREREYlCQRMRERERERERkSgUNBERERERERERiUJBExERERERERGRKBQ0ERERERERERGJQkETEREREREREZEoFDQREREREREREYlCQRMRERERERERkSgUNBERERERERERiUJBExERERERERGRKBQ0ERERERERERGJQkETEREREREREZEoFDQREREREREREYlCQRMRERERERERkSgUNBERERERERERiUJBExERERERERGRKBQ0ERERERERERGJQkETEREREREREZEoFDQREREREREREYlCQRMRERERERERkSgUNBERERERERERiUJBExERERERERGRKBQ0ERERERERERGJQkETEREREREREZEoFDQREREREREREYlCQRMRERERERERkSgUNBERERERERERiUJBExERERERERGRKBQ0ERERERERERGJQkETEREREREREZEoFDQREREREREREYlCQRMRERERERERkSgUNNkDmFnQzDqZ2cVm9ryZjTWzbWbm/GngTmzzODMbYmZLzSzTzNaa2Rgzu8XMUnbD0xARERERERGJKXGVXQAB4GPg9PLYkJklAm8D/XdYVd+fDgauM7PTnXN/lsc+RURERERERGKRaprsGYI7zG8E5u/ktt6hIGCyAXgUOA+4ERjvL98X+N7Mmu/kPkRERERERERinmqa7BnGA7OBScAk59xiM7sYr8ZIqZnZKcA5/uwy4DDn3LKI9S8CbwCXAI2Bp4Gzdrn0IiIiIiIiIjFIQZM9gHPu/8ppUwMj0tdEBkz8/YTN7DrgGKAFcKaZdXLOzSin/YuIiIiIiIjEDDXPiRFm1hbo5s/Od859Gy2fc2478HrEorN3d9lEREREREREqiIFTWLHPyPSw0vI+31E+rjdUBYRERERERGRKk9Bk9jRKSI9qYS8U4GQn+5oZrZ7iiQiIiIiIiJSdSloEjvaRaSXFJfROZcLrPRnU4Cmu6lMIiIiIiIiIlWWOoKNHbUi0utLkX8DXmeweY9dUZqdmNnootY5544szTZEREREREREqgIFTWJHakQ6sxT5t0ekq5dHAeLjq7twqCZmkNfip2mz6qxetQXnHM2b12DZss2YGft1rM+GDdtYvWpL1G01bVqdBg1T8uc3p2WyevUWHFC/fjKhkGPVygwAatRIJDMzl+xsr8VRIAAd929AfHyA6X+uITfXkZQUpFHj6mRm5tKwYQqBQEGLpNWrt7B2zVbMoMN+9Zg1cx3OgRk0apxKdlaIBg1TSEqKY+3araxckZH/2EDAcM6RkBCkTds6zJu7gZycMNWqxdG4SXWWLE4DHG3b1iU5JT6/PHnMoPU+tUlNTWD2rHXk5oZxDmrXTqJV61qkbcokIyObRo1TWbNmC+vWbit0nMxg331rs2x5OvHxAdq0qVPouYmISPmaNGnSeudc/couR3mrV6+ea9WqVWUXQ6TAJL+1ec+elVsOEYkZO3sNV9AkNrmSs+zkhoupTZIQ39ylJF5HQkKA8y/oQjjseOLpviQkBAAjEDBWr8ogqVo8tWsnAfDrL0u5/prvWLI4DTMIh71t9em1D58OLRjYp90+LxAIewGWTWshPj5AapIXYAhlQUIA4hO9vEM+O5N+x7cB4OUXJ/DC/yZw4y19uO/uUYTDjnOuP4Q77z4kf9uhUJjRo5bSvn1datZKpF3rF9i6NQeA9A1enjptG/LL75dQo9pjpCRGf/7NG7fg9deOYPCgaZx+Rgfata/L1Vd8zZjfVpAYV4u09dk0rJtLjRpJpKVtJz09G4Chn1+Kc45jjniXUCjMff8+jFv+dRDp6Vm0bPIs4bDjkAM7k5KSwKsvF+6uJjExSN1adVi9fB3kwJOPn8PRx7Yu+YUUEZGdYmZLK7sMu0OrVq2YOHFiZRdDpEBel3t6X4pIOdnZa7j6NIkdkVU2qpUif2SejCJzlUFcXIBAALKzw9SokcjzL/XjuWfGUaf6E9x1x48ANG5SPT9gAnDX7SNZvCiN5OR44uOD+csvvqRboW0PuLAzwaARDBpJ1eLIzg5Tu3Y1gnHeBdX5YaKu3RrkB0wArrmuNzPnXUv/8zuTWj0BM6Njx3r562fOWMuF531B5vYcmjWvQfXqiUydcRWXXdGdYLCgxsa0qWsY/t0CPwAU+ZyNFi1rEBcXoHvPRhxwYFMuuawb/c/+nK77v8qY35YTDjsWLtjE2jVbSUvLomHjZMJhr8Bm0K/v+7RpW4d7/30Y513QiT/+WMkF5w1l3dothMMO5yBzey7nDehUaN/JyXGcenoHunVvhBkEgzDo7ak8/ODPPPv0H/z6S0x+rxcREZFS6NlTlTR2ho7brtHxk1ikoEnsSItI1y1F/sg8aUXmKoPc3HB+TZHn/zeeXl1f44P3ZxAOOz77eHZ+viEfzqBju5fo0+N12rarQ0JCkP4DOrPvvgXdssTFFX5r/nvgEWzacifrN9/O08/+gxYta3D8iW34dezFBApiLfTv37nQ4+bN3cD6dduoVi2Oe+47lLfeOZniOS/sAAAgAElEQVSTTmmfv/62m0fw1ZfzuPSiL/OXNWyUyjPP/ZOvvuvPCSe2wcwLylx1xTfMWXA9D/znMIL+PuPjg6xetYXHHj+ahx45CoBJk1bhVfZxBIMB4uKMffatmb/9Hj0ak5npNSUKBo2srFyWLE7jplsO4PAjWjHyh8UM/24hv49ZQVJSHImJAUaMWMSxRw6mQcPk/O1s25bLkA9nUqduEq+/dRJXX9ubr4bN48n/juXBB37htJM+Jj09q/QvoIiIiMSMyZO9ScpGx23X6PhJLFLQJHbMi0i3Ki6jmcVRMGLOVgpG0tklzkFCQoDk5HjCYce8eRvZtHE7rVrV5PmX+uXn+8+/f2bF8nTmzN7A55/O4ebbDmDjhm08/lRf4uMDBALGF0PnRN3Hif0+5Lqrv2XVyi189sls5s7eyM23HJC/ftz4gqfy+aezOfTAt+nc8WX69HidO277kcsu/pK/VhdUyul3QlvMoGvXhjRr+Axd93+F5cs3A3DoYS1476PT6datodffSYe61K6TxNNPjiPkD9i8fXsuOTlhRo5cgpkxd8567r97FLm5YW66+QCuvb4XoZBj0cLNmEH1GgksmL+RQMCrpXLzrX3IzglxYK83GfLBDD4ZMpPs7BDOOfr+Y1/GjL+Ua67vTUZ6Fjk5jrVrthEXV7jPkuefncBtN4/gpx8XEQo5gkGvn5XU1HiSktQCT0REREREZGcpaBI7ZkSke5WQtxuQVz9jlnOuXPpAqVc/mYsv7Ua37g3zl23alMmKFRkcf2JbAMb9sZLVftAiEDAOObQ5/3t6HMOGzmXs2BWceXZHzGDoZ3MYO2b53/YxdcpfhMPkN1tp1boWDzx4JLfcdiDdujXk6y/nceiBb3NAzzd45+2pOOfYuiWHhQvSCIUcWVkh3hk0jTmzvQGGbrrlANZs/BfpGVmkp2exeFEaV176df7+gsEACxZswjnYuHE7/7p5BBkZ2fnrO3WuT4f96tK0aXVOP+VjZs9aj5kXtHjrzam8+vIkIo9uRno2I39cQjjsSEyMY/9ODQmHvIDT++9NZ/WqLQSDRqNGqTRqnEqbNnW47faDqF2noElTnbrVuP7G3vlNfZ2DzZuzmD3b64AlEAwQCjmqJceTkBBRDUdERERERETKREGT2DE8Iv3PEvIeF5H+vrwK0LRpde65/zCmTF5daPlJp7TNT0+ZvJpg0IiPDxAMGtnZuTRuUp1g0PhkyGzG/bGCuHjvbVm9xt97XB3y6Zlcenk3fhh9AX/OupqevRpjZvzn4SPZt21tcnLC/DltDbNnrWfUT0sZ+NCR7N+poA+ThMQg//2/MZx43Af5y1auzGDWzIJRmrt284I+OTkhTjtpCNnZIQIBr6nPm29MjXi+qcyYvo55czfw1htTGfnDIga9NZVqyXGEQl7AKK8ZDhT0ZwZe0Of6m/pw2hn70blLA5KSgkybuoaZM9dy9rkd6da9ITdc+x1ZWbnUrJnEs88XvGRr12xj6pS/CAatUNOkPAcd1Iy4OCM1NYFPP57FoLen0qLxMxx8wJvcc+dIQqFwka+hiIiIiIiIFFDQJEY45+YDU/zZtmbWL1o+M0sCrohY9HF5luO/j45h+/aQvy9v+N8mTQpGNO53fBvMjNzcMLm5YSZP+ouRoy/gttsPYt7cDSxamEYoN8wbb59Ep84N/rb9w49oybPPH0fv3k1o1Di10LpOnQtquCQnx3PhxV247obevPPeafnLU1LiCQaNho0KHhsOu/wmL/1O2Jc77/FG1pkzez0/jVxMVlaIgw9plt9fS95z27Yt13+8tywQMP78cy0bN2RClFF/U1LiI/YJTz8xlr9Wb6Frt4Y45wVZcMbWrbl8/dU83hv8J18Nm8vsWeto27YOp55e0BfLb78uJzfX0a1ro0LNdU49vT23/Osg+p3QliVL0rjmqm94/P/GkJaWxYw/1/Hm61P4Y+yKvxdOREREZC/jHCxZAsOHw//+B3fcUbDurrvgxRfhxx9h+XIon3rZIlIVqcOD2PIf4As//bKZHe6cW5a30swCwItAC3/Rp865GZSj3r2b8HqcUaNGEpdd0Y2RPy5m+p9rmTxpNT16NuadQX+SleXV3Gjbti5n99+f+g1SCnX8GggESI9oAlOcDeu3MaD/UFJS47nhpj75y+PiA/n9qLRrX5fHnzqWQW9O5ZH/Hk2NGkm03qcmI39cTO8+TWjbtg4jfrqAD9+fweBB0+jZ5XWmz7maceNW5F8gU1ISCQQKAiTOQbv2dVi1agvLl6Xnj4azOW07depU48prejBq5GLG/bEqv0zbtuXkp/Oa4KxalUF2Vggz84YPrluNBfPX+32mOJ5/djwzZ64nGDTe++h01q3bxtgxy/PLMWXKX7RqXZMzztyP3n2asn+nBvTq9jqhUJicHC/TihUFgyPl5ISoW7egM1kRERGRvU16OvzwAwwbBhs2eN/vEhIgqaA1NIsWwaxZ8PXX3o9lDRvCKafAMcdA9epFb1tEYo+CJnsAM2sNXLbD4i4R6aP9zlsjfeacmxK5wDk3zMyGAOcALYFJZvYqXn8ndYELgbzIwmrg1nJ6CvnOPLsjRxzZkho1E0lMjOOVlyaRkZHNLTcO5+cxF/PlF14Hr3HxAX4ZezHVqnm1L665vjeb0jKZPm0Nnbs05Myz9ityH18Nm8uChZsIBoyAGRMnrMLMuOqaXuyzby0WLUxjS0YWubnh/GGML728O7+MXsr/PfQb7314Gldf/g2//LyMjvvXZ/RvF9GrdxM+/2w24bAjPSOLIR/O5N47RxEXZ+zfqT5nnbMf/+y3D/Pnb2TML8uZO3cDCxduYsP67fnlMoO4uCCDPziV+vWTef2VSfkj7wA4Z8TFQW6uIxRyrFqVQb++73PPfYfyw4hFhEJhVq3awqpVBR3VTp26xu9gN4gZnHd+JyaMW0l2dtjfJixbms7Ntx1EUlIc99zlNb8JBA0KYjT5nIPh3y2kw371/r5SREREYsYVV5ScZ2+TnQ1ffQXvvgtZWVC3LjRrVjhPhw7e/9q1C5Y5B1u3wquvwqBB0L+/F0CJDLKIR+87iUUKmuwZWgL3FrP+MH+KtICC5jiRLsIb7/ZcoF4R210InOGc+3tPq7sgMzOXvkcNZuPGTFauzOCtQSdzXL82fPLxLE49vQOPPPQraZsyadK0OrffeTCffzqbMb8t598Dj6BR41RaNK/JKy9OYsL41X6/Ho0BGPfHCq6+4hvS07O4575DuefOn9iemUswYPTs3Zh69ZMJhRytW9ekbds6bNywnbvvPTQ/YAIwacIqfvzBG13m88/mkJ6eRTjsyMgoGJL3X3ccTM0aiRxwUDNycsI45w0pvH+nBlx52TeEw45TT2vPfx45igvPG8r6dQUBk/4D9ufCi7piGC8+P4Gvv5qXHyzp1Lk+8+Zu4IqrevDi8xPzHxMKOUKhEA/c/3P+MjNISgrmN3HK28YhhzXnmGNbs37dNt7qMpU/p63Jr0lybN/WXDTgCw4+pBmDB/1JIGA88ujRzPhzLUM+mkFuriMnJ0wg4G1/yEczOPX09rRsVTDEs4iIiMSW116r7BLsWZYsgUcfhaVLvVojRQU8Dj/878vMIDXVm7KyvMDJt9/Cv/4FnTvvzlJXPXrfSSyycho4RXaBmR0JjCrjwy5xzg0qZpvHAZcCBwINgAxgPvAJ8JpzbutOFbYY9eu1dVlbCyrMnHRyO94fcjq5uWGCQaN26uOEw47DjmjBux+cRpuWzxEOw3kDOnHH3YfwzJN/8PabXker7drXYeLUKwHYt8VzrFu3DYB/9tuXX0YvJTMzl7i4AKed0YFhQ+eSmxvmqKNb8csvy/zmLvC/F47j4ku7AV7TmFNO+Ih1a7cy9OtzqZ6awFdfzuPYvq35ZMgsJk9azbg/VrJx03Y++uRM+v5jH6b/uYbU6ok8cO8ovhg6F4Dk5Dg6d2nIuD9W+sfZC2y0bFmT6XOu8cq+zwv5wxoHAkb3Ho2YPGk1cXEBevdpwu9jVhAfH8gPekTavO1Ovv16Pv3P/rzQ8mrVghzbd1+2bsvm7cGnMmf2Om649ntq1kxgwniv493U6vGEQxAXF2DshEtp3qIm4bCjQe0nyckJ0bVbI6ZO+Qvw8mxIvx2zKJ2viIhIkcxsknOupFHqqpxevXq5iRMnlpxRpKJEDhO4i379FR5/3GuCU6+cKtumpcHmzTBgAJx3ntePn4js2Xb2Gq6aJnsA59xoonYdukvb/J5yHBmnNGrXSWLtdq9daLv2dTj8yJaMHbOcgw5pzto1W+ndpwkL5m/kxpsPoEaNRPbZtw4L5m/gqy/n8fFHsxj40OG0aVuHRQs3cdBBzfO326t3E777bgG1aiZy972H8sTTfdmclklWVojuPRp5wxivyqBzlwZs357DmN+8vkjee3c6/Y5vQ/0GKSQnx/PDqAsKlfeMs/bjrtt/5MP3Z+Ccw8ww85r/PPfMOA47ogVdujbk2ReOo2atRN59ZzrbtuWyccN2mjevQZt2tRk1cikAV17dPX+77314Gnf+6wfSN2dx2ZU9yMoKMXXKX/To2ZjvfxxAOOxYuGAjFw34gpkz1hX6LjBv7gZata5dqJxm0LNXE34YsYhwOMywobO5+NLu/DHxMi4aMDQ/X2pqAlOmX0UgYMTFBZg3bwM5WSHeeuckxo9fxZln7scRh76Dc5Cb69WkUcxEREQkNk2a5P3v2bNyy1GZnIOhQ71mNQ0aQHIpunVbt877X79+8flq1YKUFK+pz6JFcPvtUK3arpe5qtP7TmKRappIuenatYdbvuhcwmHHMce2Zsxvywg7GPXLhTzy0K98980C4uODrNl4G2ZGKBRm5coMund6lXDYkZQUR1ZWLied0o6vv5xP//M78cLLxxMOO/5ancGKFem0aFHrb6PmjPppCWed9gnVkuMY/uMABt4/moULNrJsWTrOQXZ2iIYNU3jznZM5/IiWAMyfv5H77vqJEcMXEgo54uICXHl1d3JyHH9OW1OoJsn5AzozY8a6/FoaLVvXZNmSzYWCHdWS4+jSpSHDvjmXn0cv5fxzPsc5b1jhhx45ig3rt1G7TjUCAeON1ybz4MBfOPCgJvw4YgmJiQG2bcslGDQee+IY7rp9JLm5BRsf+fMF7NumDr27v866tdto36Eu4ydfTr++7/PHWC9AFAgYQ786hy5dG/LqSxN5/dXJrPf7W0lICPLTLxfSpWtDpkxezW03j2BLRjadujTk1TdOKNSMSUREiqeaJlJVlGNFjcpRDk/gk0/g9dehaVOvlklp5DUvufLK0uV3zhtdp0MHePBBdRJb5d93EtN29hquimRSbuLjAwx86AiOP7ENp53RIf/DMi4uwD771iYcdiQkBPNHmgkGA7RoUZP3h5zOtTf0Iivb68fjt1+Xk5MT5rNPZgNeQODLYfM4qd9H9Or+Olu2FB5ZZ9HCTZhBVlaIfx7zHt9/t5AFCzaRkxMm29/mmjVbueWG4fmP6XvkYL/mhqNBg2QWLruBx57oy+NPHcv5FxQ0TnUOPvpwJn/95TW3SUwMsnTx5vxaGoGgd2XIzgoxefJq7r3rJy4873Nyc8OEw46DD/FqzNStl0wg4OV98fkJpG3KZPh3i4iLM3r3aebX/nAMGzqvUMAEvGGcc3MKRsNZuGAT4bBjxvR1hMPQtl1dHn+6L0M+nMkVl37F44+NyQ+YgBc0mj5tDUuXptGwYSpnnbM/Cxdu4usv5zJh3CpEREREYs2IEWUPmOwMM2jeHObOhbvvhoyMkh8jIlWLmudIubrx5gO48eYDANh339qkVk+gfYd6ZGRk4xykp2fxxedzOOOsjvmPOa5fG47r14ZevZswccJqjjyqFU89PpZLLuuan2fdum2EnSM7K5QfCMlz/gWdWbF8M+vXb+O9d6cDXrBjx1pUXXs0BGDtmq3k5IYxcxx+ZEuCAeOZp/6gZcua3HrTCPod34Y+BzRh4oRV+dvJC5pkZXn7NoOHHz2aG27qw6qV6Zx52ifMmrmed9+Zlj8ccFxcgM2bMwFYvSqDww8ZRDjkuH/g4bz43ARWrswgNzfMhvUF3cvMmL6W9u3rMnfuhvxlixelMeyLuWzdkk0waNz3wGEEgwE+HXoWXwydwwknt+W6q75jyeI04uONYDBAjRrx1KyVxNIlmwkGjbBz9O72Bmbw5jsnEwgY2dkhZs1ax8GHFjSFEhEREanqpk2DZ56Bxo13b8AkT17gZPFieOABeOQRNdURiSWqaSK7TbPmNWjfwettq379lPzlzVvU5O03p1C/1hMcccggbr15OJs3Z3La6fvxyKNH06JFDeLijG3bc/Mfc8ddB/PEU335+vv+1KlT+CqUlBTHMX33YfCgPwnlejVHbr/zYMygabPqtGlbh8OPaMFTz/wTgPvvGcXWLdnk5Dh+/XkpP41cwkvPT+CD92bgHIwYvogvv+3P9z8M4PgT2xIOO4zCHXwFgwGWLUmjd/fXWb4snXc/PJ1A0Osr5NTT25OSEk98QpCevZoAMHHCKjZvziJjSzY1aiQyYeoVPPVMX1JS4tm6LYeO+9ejVq0k2neoy+APTqVV64KRbU48uR3H9duXlq1q0aNnY6682msk2qRpdXr0asTJ/T5iyeI0AHJyHMnJ8dx6+8F8/uXZ9OjZiMuv6kH1GomAwznH4LenkZUVIhyGf99b1v6HRURERPZca9fCww97fY5U9JDATZvC7Nlep7O5uSXnF5GqQTVNpNw9cP9ohnwwgzVrtlKnTjV+HXsx/c/fn1ata9K8eQ36HNCUm2/4nqysEFMm/8Wf09bQuLE3DDHAuWd9xsIFm/jl52VccGEX4uICJCbGcfGl3diwfhvz522gbbu6hfb52CO/5TcHuuHmPtx0y4F06FiX66/+DtjOI48eRe3a3pWzz4FN+OTjWTgX9vsDgcTEOJq3qEGtWkmcfW5HkpPjOfDgZjz0n1+IiwvQsFEqX39/Lh++P5NnnvyDdu3r8Oork719P/ob3bs3JjfHK8D33y7AOQiHw6xfu5WkxCC1alfjhBPbMGrkEu67ZxTZ2SFefWUyGzZsZ8OGgqY0f4xdyZmnfcL5Azrx9JN/YGasWLaZ7p1f48Zb+vDvgUcAsGVLNgf2epOcnBChUOEaNenp2fzfQ7/y5RdzmTzpL6ZPX8fV1/T0y+SoVbvgG4Sam4qIiEisyM2F//7XGxa4Tp2K339ejZPff4e334bLL1en+yKxQDVNpFxt3Lid/z09jlWrthAKOdat20aPLq/Ro/NrvPLiRHr3aUpWVi6XXt690ON692mSn66W5MXyAgGvictLL0zg8IMH8d038+nU4WUO7vMWH380k7S0zPzHXHdDb+rVq8blV3XnplsOJCsrl9E/LSUnJ0TYOVavysjvC+WyK3owa961DLi4C2ZGcnI827bl8M1X83ngwSM4p38nQiGvjc2gd0/hkceOZvD7p5Kaksi99x/GJZd1Y9PGzPyaJwlxAV54fkJ+WbZsySErKxcwpk9fwwE93+TMUz+mabMabNuWw8oV6Vx71beEw2ESEryNJCUVdMZavXoizz4zHjPj7XdPYfz4VWRnh3jfb3oEXo2WnJxcsrJCJCQEaNWqJoEABIPeyDlmkJMTwsxo1aomPbu+Xqhp0SOPHsUJJ7XlgyFn7OpLLiIiIrJH+PRTmDEDGjWqvDKYQbNmXllGj668cohI+dHoOVJuevbs5a656jXefH0yM2esB7yb+HDY4ZyXfnPQyQz898+sXJHOpZd3p1HjFC64sAsNGhaMiLNyRTqvvDSJ409ow0GHNKd26n8JhRy16ySxaaMXKKldO4nNm7N45rl/cMllBQGYZUs3c+tNw0lOief7bxeQlRXK33efA5rSsFEqtWsn0f/8Thz/jw/IzQ0TjDOqJcXRslUtRv58Ieef+zmjRi7hhZf7MeDCLkyb+heHHzwI5+CZ5/py600/5NdQyeu/JJrq1RP4Y9JldO/0GtnZIQ48uCn166Xww4hFhMJhevVqwurVW1iyOM2v7RLkplsO4ICDmnHOGZ9hBpOmXcmcOet5+D+/0LVbI2674yBatapFKBSmc4eXWbHC623spFPa8uvPy8jIyOaUU9vTtFl1XnhuAoGAcfqZHfhkiNepbnJyPJmZuTRrVoMZc68p77eAiEjM0+g5UlVU+VFMyvgEFi+G66/3hhbelX5Myjp6TlG2b4dNm+CFF6Bly13bVlVS5d93EtM0eo5UutWrMrjjth+ZO3dDfi2MQw9vwWtvnUj16gk0apRKly4NWLE8nXDYsXhJGvvsU4f6DVLYsGE7ixZtIjs7xDdfzycQgCbNvDHbzr+gM6mpCbRsUZO4uACpqfFs2pRJOOwYeP/Phcow8N+jGTF8EV98PpfMzFD+B3Yo5FiyOI3vvpnPh+/PYNmyNOLjAwQCxvkDOrFy7a2MnXAZSUlxjBq5hHDY8cXQOQCMH78qfzu33zqSQMBo0DCFI45qVWjf+7SpWagK5tatOTRpUj2/Ocwfv6/krcEnM2naFTz+ZF/e+/A0Hn/yWJo3r044DNu3h3jtlck0aJCCGZgZ0/9cC0Dapkzef3c6Jx73If97ZhxXXvZ1fsAEYMT3i8jMDBEOO0b9tITx41binPe8zzirI/EJBbVPwmHHX2u2lMMrLiIiInuqiRO9aW8QCnkdvyYk7HrHr6ed5k27qlo1ryyPPAKZmSXnjxV70/tO9h7q0yRGmVk34DLgUKA1kApsAZYBfwCDnXO/lec+167dSnJC4aoXK5enc87/s3fX4VGc3cPHvzMr8RAhBsGCBXd3dylQoIUKLUWKPS0V6i6Ulra0FKngUNzdLcFdQiAGSYgLkd1kd2fePybZJIU+7fP+0qbQ+3Nde2Xl3pl7d4YNe3Luc0bWZ8TI+vb7Fi8bxJbNN9iyKZyjh2PIyDDxzpuHyMnJL1GfY+nii/QbUIt33uvI9/P6kplpZuvmcDp0qszjg9dy82Ya5X2cS+yvRo2iBax6vYSqasVg4+OySU3NxWjU4+nlSLfu1bl8fSIms4UqVYqKrsqyxNz5fdm4IYyPP+0CwJ0YrchqOQ8H8sw2kODjz7rQvn1l2rf+mbS0PADatatM48YWLBYbp07EM/7FZpw5FV+iO86zozdzIjSWgApujHyyHr36VCcyogUzXjsAQHq6mQ3rrmO1KhgMOlavusK2rUVtiBPuZvHOmyWLtxoddMiyRO8+1dm44Qbp6WZ7nRRJgqiIdFC1iL+7uwNpaSaGDA0mKTGH9euu06tPdYKCPP+XQy0IgiAIwj9cs2ZlPYO/z969Wsvf0sjo8PH5v2+jUPnycPs2/PILvPhi6W33n+zfdN4J/x4iaPKIkSRJBr4GpgC/LT1VDmhQcHlBkqRfgTGqqpZK/Nto1KHTSUiShCxD9RpefPJZVya8sA0XFyPDhtdh2dLLjBvflGpBHpjNVmRZQpJlTCbLfQVNU1PNLF18iRs3UuneoxpBQV6MfrohAHsPPcXe3ZE4OOhYt+Yag4cEM6DPKk6eiKVlqwpcv5bC4CG1qV7di/oNfRk1YgMqsGTFYHr0DLLvIzo6g6YNF+Lj48zGrSNwdjYw6qkGjHqqgX3MqpVXAfAo58CzLzcm4mY6rVpVJLCSOxMnt+DTj45Rr74PX8/pjdGo1SZJTckFwGDU4efvSnycltlx4kSsvfjr1s3hZGfn88H7R5BlLbOkYqA7y5ZexmZT0emUgtooRfLz718PNPrpBgwYWJvNG28gSVpwZMp/WvL1rBOkpJrQ6WS6da/GpYuJzP62J63aVAJUOrRZTMLdbOZ+d5orYWKpjiAIgiAID59797QlNb6+/8yiqxUrwubN0KYNNGnyx+MFQfjnEUGTR89sYGqx21uBQ0A84Au0AR4HdMDIgp/DS2PHwXXKs2LF8yz6+TzZWRZSknN4951DhF1LRpIk1q65Rka6mZOhsfj7azVMJBmeHdOIzz8+Sny8FliQJK2w6/dztOKqJ0PjOH0yHqNRpmEjX2oHl6dcOUcqVylH7x4r0Otk0tJMhIbEoqoqN8PTyMrKZ+3q6zRp6k9yci6qCqqqEnr8NsuXXsLRUUejxv7s3HGLmOgM7tzJ5MK5BNq2rwRoY3/56QKnTsaRlJiDo6OOT2Z2xZRrY+anIWxYf53N20Yy7aXWpKWaSUszYTJZMBp1XL+WTOf2S0CCI8ef5YOPOjN+7DYUBTLSizrlTP/PHsxmKxZLYSBEJSPDRO3a3iQl5pCfr7BzRwSeno7k5lrshVwBJk9tweFD0Vy+lMz5cwl8/W0vflpwDp1eAhU+//gYazYMQ5ZlunVaBqh8MbsHffvXAuA/U3YRe+ceAGazhfPnEmjU2I+LFxKpVdsLF5f/Y26rIAiCIAhlqrAmR2GNjkfVqlXa8pfSyhA5ckT72bFj6WxPpwNPT/jyS+1YuLiUznb/qf4t553w7yIKwT5CJEmqCkSg1aqxAX1VVd3zgHFNgcNoS3YAmqiqeuH/uv/mzZurr7y8mMjIdBwc9Hz0wREU2/3n14gn6jHtpVa88fp+wsNSqVLVg9rB3ixdfFHLUtFJjH6qAYt/uWh/jk4n4epq5MKV8XiX15bk9Oy2nBMhsUgSLFv5GNHRGRw8EE3ffjX5+MMjZGbkoSgl91+8MG3h8h1Zlgiq7smxE2NwcNDiiIcORjNi6DrMZqu9nkmbdhU5GRqHohT9JaMws0RV4aNPuzBxUnN2bLvJmKc3A1pmy9QXd5KQkFMwXkav1+HqZiQpMceeGfLbOf4268ZgkLAUtDR+94OOvPJaW0Y/sYGtm8NRVfD1cyYt1USjJn6cPZ1Q4rVKkvbT29uJq+Ev4uxsYOqknSXeX6NRx+hnGrB8yWWCqnty6tzYP3fQBUEQ/mVEIVjhYfHQF+T8Ey8gLk77ku7vD/pS+hvTiFsAACAASURBVFNwaRWC/a07d2DQIBg/vnS3+0/z0J93wiNNFIIVALpTdEw3PChgAqCq6jlgQbG7OpTGzs1mK1Mm7WT2rBNaQKDgfknSvsADODjIeHg4EBmRTv8BtUhJyeXC+bs8PqIOkXemMXdBX16c1JxGTfzsH7peXo6cvzKey2ET7QETgMBAN/svyBmv7mPUUw346JMujB3XhMBAd3vARCp4Rwrb8RZ+iFutKjabisWiEH4j1R4AAQis5I4kaeMLL4UBEwAnJwOqCnl5NvR6GZ1Oom27QAB6963Bex904v0PO9GzV3UkWSrojiPz/LgmzPyyGynJufZ99e1bo8T7+NuAScdOlUoEf06eiMVqVXjm2UZ06FgZgKTEXKxW1R4wKdxOYXBIp5PIysonraDWSdj1lBL7yM+3sWr5FfLzbURFpT/4AAuCIAiCIPyDLF2qdTMsrYDJXykgADZtgvDwsp6JIAj/q4fgI0b4H/gWu37zD8YW/8gulUTBqMgMjLIWVdDpJQxGHbJVuy3LMOzxuty7Z+aXny7w44Jz1KylFW0NrlOeG2GphF1PZey4psiyxAfvHgK0gMtrM9qxZdMNJrxYMig4/8f+hN9I5dLFJGJjs2jT4hfS00xMmNScTl2qcPlSErIMtYPLk55mYtpLrXD3cOTO7Uy++/YUOdkWAFzdjAwaXBup2ELYGjW8uBI2EZtNITY2i0U/nef06ViuX0sDIDdXe66Dg44FP/Wj34Ba9ufKssTY8U1Zv/Y6L03dxeAhwSz66QJms5XFv1xEsamoqoosQ+Mm/kyb3pKoqAySk3NISTHxW3dis7AVrMwxGGTGPN+EUSM2sGd3xH0BlkJNm/lx7mwiOp3E+x915nZMJo0a+xFYyR2APv1qcCI0zv4e16zlRcQt7bVVrOj2Zw63IAiCIAhCmYmM1JbSBAaW9Uz+HL0enJ3h229hzhxt2Y4gCA8HETR5tCQWu17zD8YWf/x6aezcbLaic1AxGnUYCjM0dDJWq4IkwZBhwagq7NkdiaLAjTDtS3qe2crbb2gdYfz9XRk4uDZ16/lgNOpwdNLzXkEAxcXFyPMvFFXQMhp1vD6jHaOf3Iirq4HMDDM2m8qN6yns3hUBgKLA9Ffb8MXnx3lzhtah5pvvenHyzFhmvLqPdh0qYcq1ojfIKIqKLBcFTgo78wzqv5rr15JLPFYoP9/G2DHb6Nq9Kju23cJo1NG2fSXy86wFNVbAyUlPj55BbN0SjtlkRa+XKVfOgdrB3pw7m0CfHivR6WRsNgW9XkJRwM3dSNa9PCRJwqAvSgizWBS2br7ByROxJQImrVpX5OSJOPvtc2cTMRi09z4tzcRHn3ahZ9flvPHafjZtG0mLlhXtY1UVwm+k2W9HRmRw9uxdmjUL+B/PAEEQBEEQhL/H0qVaS1/5Icqb9/aGiAjYvx969izr2QiC8Gc9RB8zwp+wE8gvuD5EkqQeDxpUUNOkcEXlTWBHaU5Cp5NwdNSz4tfHiLwzhemvtWH6a23w8HRk65YbQNGXff8AVyZMbgGAoqhcu5bMop/P029ALU5feIGDR5/BoJdRFZVqQUWtgfPzbWzaEEbdBr5k5s4gLmk68xb2o1OXKkz5T0v7ciB3dyNhYSnExGQWFIOFfXsiqVylHCvXDKVSpXLMmhnCZx8fY8/uCPv2Q47dYfasUDIyzATX8cZg0BEYWDIDw8vbEaNRhyTB8WN37PM6dCCakOOx9mVAkgSnTmkBDYNBpnPXquTkWDh1Mh6LRUFRQKeTURRtyZCiqPywoC8//TIQWSeVCGg4OxvIzbWSlqY1PPLycqJBQ1/efq8jen3Jf84eno6oKnz1RShrV1/j4oVEMjLy+OyTo9Sq5Y2Li+F3j+EXnx3Hx2MWg/v/iqh7JAiCIAjCP8mtW3DypNYx52EiSVrB2oULISurrGcjCMKfJYImjxBVVeOB1wpu6oA9kiRtkSTpJUmSRkiSNEWSpFXAKcANuAb0U1XVUprzmP1tT76ZfZKRw9azZVM4r7/RjpFP1Kd/71WsWHbFvtSkQUMfLl2bwJ5dt7DZFNzLOfDFZ8eZNnk3jerNJzDQnerVPQGt1e6PC87Z9/He24cYP3YbHdosIj9f2+Cbrx/g0IFoXn15H/0H1GLqSy0xm218O/skw4bXZfBjtXBxMbBj+y22b9VWJ9Ws5YUkgSRL1KipLRcymSwM7PcrH394lLdmHODnxQM5fnIM1Wt624MxAJmZebw8vTW+fi54eDhSo6an/TEPDweMRhk3dyM2m0p6mhm9XqZuPR8OHYjCalXsQRVZhuEj6+DkVJSnefpkPFZFwVKsxbCzs54mTf05sC/Sft/ML7uxas1Q4uLusW7TMKpWK4dOJ9GnX3WGDKsDaIGimZ8ds9dF2bcnCkmCm9GTGTuuCQ0a3v8/jp3bb5GXZ+PA/mgiI0SNE0EQBEEQ/jlWrgSD4eHKMink7Ay5ubBuXVnPRBCEP0ssz3nEqKr6rSRJicBMoDIwoOBSXDLwFrBCVdVc/geSJB36vcd0ckUaNfajTdtAVFUrwBpxK43ePVbQtVuVYq11oUkzPw4fG8Opk3Hs3hmB1aqSmmKiMAslMSEHH49ZfPlND7ILao+EHL9jf75cELyQJYmoyHR2br9FeR8nUlNzuXEjhevXkmnbLhBHJz25ORZ69gqiTZtK1K39AwDHjt6h34Ba1KnrQ1jEZCQJypVzZM/uCGa8ug8HRx25ORacnPSoKmzfepOD+6NQVa0DjtWqothUvpwVisWi3NcFp0+/mtSpW55339LeLmcXA927V8NqVbl8KQlJAgcHPYqiYDDqWPPrNVq1qciRQ7eRJIiOzizofFO0XbPZZs9oAdi++wmMBh0N6s4DVctCycmxIElQoYIb733QkW1bwomLzSIm+p79eTabSs1q39OpSxUOHYhGVaFO3fKEXU9Bry/q0gNafZb+vVdx7eaLJWq+CIIgCILwz9a0aVnP4K8REwOhoX9dLZPy5f+a7Rbn7w/r10O/fg9ftswfeVTPO+HfTQRNHk3r0ZbpzAEqPuBxH7SMFCuwqLR22qixP0dCnuX8uQQkScXDw4nQ0FhCjt0hpNiX/YAAFw4eeYaQY3d4bOBqDAYZWYZ2HSox+LHaTP/PXqxWBZtN5btvTlMx0I17mXnMmdvbvo33P+xE27aB1G/oy9CBa4iISKd2sDdfz+nFO28eJD3djK+fC5azCej1EpUre+Af4MpXX/fk7Jl4Xn6ltX1bHh6O9usfvX+EWzfT7cGKRT9foHoNTz779FhBe2J4YlR9fl15tSBbRL0vYCJJUKeON59+dNR+u3uPqgTXKU9SYg5TX2pFt+5VuRufQ+XK7vTttRKbTQsa7do7ioMHo1EUla++CC3x/hbvoNOjZxAdOlbhuWc2oxbEonJytOCSqsKSRZeQZYm42AfnfiqKysH90fbb9Rv48t4HnZg6eSdGg46Bj9Vm47rr3L2bQ1qaVpw2P1/rFPSg2i6CIAiCIPyznD1b1jP4a6xdqxVR/auyTIYM+Wu2W5zBoP1/bdkymD79r9/f3+lRPe+EfzcRNHnESJJUHdgC1AWigKeBvUAq4A30AD4AagC/SJJUS1XVN/7s9lVV7fx7jzVv3lyVJIl9eyMxmWyYTNk4GHU4OOjo1bs6XbtXY+uWcD7/ohuyLLN1yw1MJiuSDKNGNWDD+jBMuRZsNqXgtWhZHZER2hf/Dh2r2PdlMOjw8nIiJdlEYCV3YmIyycmx8OJ4rTyLTifRf0Atdu2IAEnC0VFb+jLm+caMeb7x776+KdNa8vor+0hPN9lroPj4uBS0H5bQ6WSWLb2Es5OBmjW9GDexGXfuZDLr86IAh6rCvB/OgCRhNMr06VeDQYNrM2nCTlS0QrQdO1W1j3d3dyA93YwsSyxZdJHw8FQuX07CZlPR6yV69q7Ogf3RmE1WQAs6rd88HIBzZ+/aX6+iqPbgjaurgWVLLv2ZQ4osw6YNYWzbcgOTSVvq5O3tREJCDqAFWA4fimbIwDW4uzty4er4EoEmQRAEQRCEv0NiIhw8qLXvfdgFBGgFYYcNgypV/ni8IAhl5yFcCSj8HkmSKgAn0AImt4DmqqouU1U1QVVVS8HPZUBzoLDq6QxJkvqV5jyefqYR5TwcAEhPN9OhUxWOHL5N7WBvNm4ZQe1gLe9x4qQW+Pu7gArLl10mN9fC1SvJdO5alceGBnPgyNO0al2Ue/nCmK326wf2RzF4wGr69lzBW+92YNe+0eiKZUC4uhrp278mO/aM4uCRp6lXvyj38crlJN558wDVq8xh1MgNJbJgho+sR1TsND75vCuVKrsza3Z3rl5JZtZXPZj6n1bYbAqKDbKzLVy7lszAwbU5eSL+vvcg4W4Oq9YMwdHRwLYtN/lp4XmMDjpkSaJ+fV/S081kZpqp4PMV6elmmrcI4JlnG7F+3XUuXkhEsakYjTITJjVn/94oJKByZXc8PR1p1NifBT+cYdPGMGKiMwEe2HrYbLbZr8syeHo60qbd/YlHLi5GrFYFnb7o/XNyMtgDMHl5Nia8sAOrVSUtzcTlS0kPPvCCIAiCIAh/oS1btJ+PQrtenU5rQ7x0aVnPRBCEPyKCJo+Wt4HClZhvq6qa9qBBBfe/XeyuKaU5Cf8AVw4de5YXxjeh/8Ca7N8bSUaGmdWrrgKwcP5ZvN2/4IvPjzNpakv0Bu00lCSYPK0lm7eNZMnyweTn2VixrChbIriut/26zaaCBIqq8tPC86xZfZW5C/rSrHkA4yc2IyxiEi4uRpo1DygRMFmx7DKd2i3m269PkZyUy9bN4Qzs/2uJpS8AGRl5JCfl8NnHx/hqVij/mbKLuLh7FC/r4efvipubkTHPNcLV1cDwkfXwKWhT7OxsoG27SlSpWg5ZlvD0dOJW9BTCoybx9JObqF55DtMm77LXazlz+i7TX9pLXp4Nq1WhafMALBaFn388j6pq2R7ffN+L9HQzu3ZG8Or0fTz95KYSwZLASu4l5l/Ix8eZA0eeJib+P4wb3+y+4+Xr54xOJ5NnVjAYZJyc9PTpV5MOHSvbxyTcLVrmM3rkBp4ZvcmeESQIgiAIwj+PJMGjVI4sKwu2bfvra4AsXKhd/g5+fhASApGRfzz2YfGonXeCACJo8qgpnjGy7w/GFn+8ZWlPpHp1T4aPqMe6NdeRZahStRyTp2q7Wbn8MhaLwro115n2Uit+mN8PB0cdBoNOyzwBZry6j/59VmGzqeh0MHd+Hz7+tKt9+z16BvHr2mG8/U4HNm0IY/HPF4iPy+bg0WeYNbsHLi5GAGw2hdlfhvLt1ydQFJV5c0/bC9K6uhnR62WqVfNAkiAnJ5+wsBQW/3KBmZ8ex2y2kZSk1clVFJWN68Ow2VRkGX5dN5RDx55hy6ZwevSqTnzydJyd9SQn5yLL8PWcXjg5GXj19bbIssTevZG8MGYrx4/e4fbtTFRVRaeTHvhLxWCUORkah6qCKddKvwE1WbbqMZ59asvvvt+NG/sxaXILevYKonmLopzVLt2qcjN6Ck2bVQBg6ON1mTu/D0OGBmM06tDpJLp2q4bBIKM3yHz1TQ8uX5+An58zr7/R1t4tSCkWH0lPN7NxfRiN6s4nN7dUGy8JgiAIgiA80P79kJ8PRmNZz6T0yLJW32TFirKeiSAI/42oafJoqVDs+r3fHaXJLHbd5S+YC1WqeuDopMdshsXLBiPrJA7sj+LzWd147+3DjBmr1RYZPrIun3x0lDu3M9myKZzg4PL88P0Z+3ZsNnjlpb0smHeOl6a3YujjdQHo0rUqNWt68eUXoVhtCo2b+JGfb2PUiA3ExGSyev0wrlxKZOanxwGoVs2TgApuXLuWgru7A1F3phIRkU5goDuZmXlUC/wWm03F2dlQ4nXo9RJ6vQ4kFT06VFXlREgso0ZsQFFUGjT05crlZHu2iqLAxx8c4dq1ZC5f1Drl5Ofb2LTxBnt2RzD2hSYsXXKRixeS+HXtUJ4ZvanEUpqAADecnQ1cv5YCwP69UXz4SWfuZeaVmJerm4HcHAuyLFGtuifvvnMIVJg1uwdms5XcXCtLlg+6r3Brfr6NDevD8PFxZvjIurz3YWc6dKxCTq6FkU/Uo0rFb7iXmf+Hx/f27Xt89P5hPvui+584GwRBEARBEP7/WCywevXf09nm71aYbRIdDVWrlvVsBEF4EJFp8mgpHiip9Adji5ecSi2Vnd/LI+y69kU/9Pgd2rT4mZatKhAeOYWqVcvRvtUinnh8PZcvJbN7/2hGPlEfAEmScDDqkGWJ5OQcdu+OuG/bJpOVSxcTmTp5J7t23uLePS2AEFjJnYjbU4mOnUbNWt5cuZzEvr2RhF1PYcrEHVQL8gQJJFli5mfHObg/imrVytGhY2XOnblLaooJBwcdsXcy7Utd3N2N+Pq5YDRqC2YrVy5HxO0pnLs0Dh9fZwwGHclJOdhsWuHVu/HZ9y3vuX37Ht/OPsn+fVEEVHDjiSfrI0lanZH5886Sm2sl/EYq3359UguYFEtljInOJPxGKk5OWkyze89q9qVNAC1a+qPTSWRnWVAUaNIsgOSkXKwWhfx8G9Mm72L0Uw3Q6SRGDlvP/B/OkJ5utj9/ySJtyVNyci5LF1+kRZMfeeuNA9Sv78PTozY9MGAiSdC4iR+BldxK3L9rZwSqen89FUEQBEEQhNJy6hRkZICzc1nPpPQVZpv8+mtZz0QQhN8jgiaPlivFro/8g7HFHz/zu6P+B1GRGXRqt5ikxBxWrrhCaqqJA/uiseTbUBQVm6K16M3Ps9733HWbH+fDT7rw69ph+Pg4o9NJ6HRQO9jLXmcDIDvLwlNPbGTIwNX25xqNOu7ezeb7Oafw8HC0Z1YcOXyb2V+E8uXsHqxeN4zk5Bzy8xVuhqezZdMNenRbzsC+q1j08wXq1fdl7LgmNGjgy5adI7lwZTyffN6FylXK8e4HnXBzcyAwsByvvt4Wm01h545b1KzlRbv2gfz4S3/KeTjg4+OEp6cjer1EuXIO1KrtjU6ndb+Zt7AfH3/aFQeHosplkgRvvNWeFi0rMOa5RiUyQmw2FbPZyqatw7l8KYl5c4sOUXa2pUQtk9On4jl9Ko6hw+sgSVC3vg/vvHWIm+FphByP5c0ZB5gwdhsH9kfSssmPXLqUYH9uVpaFmOhM4uOy+Pbrk+zZdX/AysXFwC9LBnLw6DP3ZbvERGfw68qrZGf/cWaKIAiCIAjC/0pVtYCCq2tZz+Sv4+cHhw9DXFxZz0QQhAcRy3MeLauAjgXX35Ek6aSqqvt/O0iSpG7AW8XuWlbaE5k0pQWXLibSrn0lfHydkSSJtu0qcehANAmJOfeNr1LFg0lTWgAw5vkmJCXmEljJDUdHPZMn7rTXISksimoylQy8DBu0hsjIDFavuspX3/bk5al7sNkUQkJj2b79JqoKvftUZ+uWcBRF1YpUFWwvLc2EJEnM/rYXAOOe38rqVVeZPLUlV8ImEnY9hYZ156OqKj4+zthsKhkZZnJzraSlmhj/wnYyCwqv+vo5ExYxGV9fF1RVJTkp1/76J09rQZ165cnPs3LwYDTdugXh4enIdz/0ITsrj107I0hOyqFlqwqcOXMXm1XliREbMOVqr9XLy4mOnSuzeeMN++t2ctJjtSoYDDo+n9mNeQv68f47h7h5IxVJ0lozy7JW22XE0PXk5dlKvG9u7kYqVXJHVeHFyc3ZtiW8xOOyLPHJ513tS6I8vZy4d68oQGKzqUyasJ2P3j/M1fAXkUTlL0EQBEEQSlF4ONy6BZX+KIf6ISbL2mXjRpg8uaxnIwjCb4mgyaPlZ+A5oAXgCOyRJGkTsAdtCY430BMYTFGW0S5gXWnsvGo1DzZtfBpfPxd8/Vz48JPOTHhhO6oKvfpU50RoLKoKB/dHwye/vx1nZwMffNwZgDFPbbbf7+JioFWrigx5vA69+9QA4G58FksWXcTZxYBOL+Hv78pjQ4JJSc4lN9eCs7OBWZ+HIMsSFQPd0OlknJxldu0bzfDH1mIw6hg7rkmJ/R/YH42qwqaNYXz8WRcWzDtDdFQGoC2d8fR0oGXrQA4djCY7Ox+rtahKamZGHulpJkwmC199EUq/AbXo1bs6oC1D6t4jiAXzzvDLjxf4acF5VFVFUUCnl1i8bDCJCdm8/eZBLPlKQUebouDQqzPa8sSo+iQl5hByPBZJglVrhuAf4IaXlxPu5Rxo0eRHoiIz0Btktux8ggB/Fy5dSuLY0dslAiblyjmQk2PBbLISGZGBJEFmZl6J2ioAwXW8GfO8Vntm7eqrJCaUDHjp9RIWi0psbBaffnSMSpXdqRjoTrfu1f7bqSIIgiAIgvCnbNyoLV951P8u4+8Pu3bBk0+Cl1dZz0YQhOJE0OQRoqqqRZKkPsAKoBdaYGRIweVB1gLPqaVUlKJcOQcqBha1vZ08YSdxsVnM/e40C+efwWpVCQhw5YcFfR80d0wm631FWD/4uDN6g4yzs55fV14lNDSW7+b1wddPq107cfwODh2IxsXVwNbtT9CkmT81qnxHZmYe3uWduBk1mTyzlU5dq/Lj/HNam1xVx+GD0SQn56LTSVy5nEz7DkXtded835tRIzeQmJDNwH6/0rixPwaDFhzQ6SQqV/HguecaERd7j2tXU+z1TGoHezHm+SbUDi7PiKHr2LXzFsuXXiYl89USS2/mzT1rz5wppNhUcnLyadGyAhaLDVUFFZVJU1ty5nQ83XsE0a59JerUmIvVakPWgU6WGDd2O5/N7MrjI+qxbMkloiK14I4EzJ97hu1bbwJawAlAksHXx4W+/WqwauVVkFTyzFZknUROdj5du1XlwP5o+7xu3Uzn7Jm7NG9Rga+/OoHZXDLDx2IpOnUOH47mwvlEUOH4qeeoWVP8xhcEQRCEsrJgQVnPoHQcPQoBAX88rrR06PD37as4vV5rJrBzJ4waVTZzKA2PynknCMWJmiaPGFVVU1VV7Q30ABYB19AKxNoKfl4BfgTaq6o6XFXV7NLa97WryVSp+A1zvjmpzQXtC7Wjow4kCVWFhIRskpLuX54z9tmt+Ht/xXvvHMJstjJrZgibN92gcpVy/PjLAJq3qFAQSKDEEpDawd4FbYM9ad02EAcHPVlZ2lKZ1BQTHdsuZuZnIfTruZLNG8PstUJ69alB02YB1K3ny8ED0SVqcrRqXRGDUYeiwLEjt1kw7ywTJ7fAwVFr0Vsx0I0Rj28o0THHYJAY9nhdJk5qDkD7jpWRZYlGjf2IjExn7nenSUzIJisrj5jodADq1vNhxpvtaN26ItNfbcPIJ+pzIjSOwlcnSxIB/q7s3jeaV19vy62baVgsNiwWFcWmBSySEnN44fltpCTnEhpyx/4aVqx6jAvni2qX5ORYaNDIl5Wrh/Lyq20Y+WR9du8fTY8eQagq2KwqX88+wZHDtzEYZCpWdEOWJVxdDVSr5sHePZGkpZlwczMiF5VlAbS//FSv4YGDgw7FpmjPcykZ/BIEQRAE4e81bpx2edipKuh0fzyutNSpo13Kgq8vrF8PJlPZ7L80PCrnnSAUJzJNHlGqqu4D9v2d+8zLs6F3gIXzztJ/YE2MRu30mv5qWxb9cp74OC0+c+7MXb7+6gQTX2xO/4G1ANi2VaulsWDeWe7czmTdmutIEuzaN4r6DXy5eTON/Hwb9RuUx8+/qEPy5190o0/f6mzccIMF884ybkJT3ni7PZ99fBydTuLa1WRA+4Wrqtpyks++6EqtWt4sWT6YhnXnc/lSIuE3UggNiaVb92pMndaKJ0c3IOJmGqEhsbi4GPDyckKWJNBL3I4u3q1ZY7GofP7pcRo29qdnryD27onAP8CVb7/vxcC+v5KQkM22LeE0aeaPrWAFzMgn6/Gfl1uTlZ3Pl1+EcvVyEi9MaApoQZiGjfxwcjZw8UICDRr6MXhIMEsXX+DQwdsl9q3Xy6iqykvTW3PrZhqt2lRk8ou7SE7OIbCSG3GxWagqXL2cxFuv7ycmJhNJAvdyjthsCnq9TK3aXpw/m4CiaHVSevUJ4pefLpKdncfxY3d4/dV9xMdlo9OBhIReD1arFjDS6WSiIjOJjMhAliVWrhnEa6/s47mxTejStWopnV2CIAiCIPwb+fiU9Qz+Pg4OWsDk6FHo2bOsZyMIQiFJtAsVSoteF6g6Gydr7Wkb+3PpUiKqCk+ObkDsnUzOnb3Li1NasHnjDa5fS8HBQUfjJv589FkXpkzcyY2wVJyc9TRrFsCxo1rWhMEg4+audaI5ERJr39dX3/TkhfFNyc+3UbnCN+TmWNDptKKlKSm5JCflciI0lhthWjdlSYaaNb2Zt7AvBw9E89jQOgQEuNKwznwyM83IsmSv+WEwyFoLYCR+WTqQHj2DcHDQs3PHLU6ExqLTyYBCYkION26kcubUXQB7p5w6dcsze9YJAAYMqklcbBZXriRRtZonSQnZZGXl4+Cg5/L1CaSnmxk+dC2REdqyGnd3I9nZ+UgFmTmKomIwyDw5ugHf/dAHm02hV7flnDoZD4CnlyM7dj9Jvfq+9vdmzeqrjH12K6AVcm3QwIeLF5NKHCtJ0oJIhWRZSwkF+HxWV2a8euCBx9jP34XU1FxkWWLmF91xdTcyecJObDYFRYEGDXyJikq3F4u9GTUZP/9HuNy9IAj/OpIknVVVtXlZz6O0NW/eXD1zplSa6Qn/EAsXaj8f2r/6F2QWjx/3935XuX5d+1lW2SZZWVrw5Oeftf+fPWwe+vNOeKT9//4Ofwj/KQr/VLVre9OyVQUMBh31G/jw+azu9B9YkyFDgwk5Hkt2tgWdTmb4yHpIElgsCidPxNG3xwqiozKo38CH2rW9mfZyazw8HXFz05Z45GTn8/a7Hejeo6i46IxX96GqKsuWXCTPbAG0Ti5vzTjA7FknWPPrVfr2q24frypQr74Pkyfu5NOPjjFyicDg9QAAIABJREFU6DpcXY1cvDaeBT/1x2IpKoCqqiqWfIX8fBu5uRacnAzIskRUZDpzvj7J7Fmh3AhLY97C/gTXLo/BIGMwyHh7O7Fz+y2+//aUfVuPj6jH9t1P0qlTVW6Fp5KRkYfNprJlxwhaNf+Zdq1+of/AWjg56ZFliaysfBRFmwMFy5ssFoUliy6ycsVldDqZDz/pYt++n58r9er7Mm/uaRrXX8CObTdxdChKINPrJUY+WQ8vLyd0OglZpwVSfhsrVYqVWNm0Iex3j3FyUg5Wi0p+nsKnnxxj+n/2YrUqtGwVyPTXWhNY2a1Ed52J47b/t1NGEARBEIS/yPjx2uVhVJZ/0z16VLuUFTc3SEyEixfLbg7/Fw/zeScIv0cETYRS4+Rs4OlnG+HkpCcuLov2HSqxfNUQOnWpQueuVQgK8mDI0GCefqYhcxf0oWXriri6GpEkifx8G1evJHPhfCLffXMSs8lKXp6N7j2r8cPCvkTcSuPY0aJlKRaLwunT8bz+itZRuVPnylSq7I6iqKiqlp0xfmILIm9PxdFRCyJs2hBGtSAP9AaZatU9AHBzcyC4TnkMBh16vcSEic3w9na27yc7qygAUNiaFyA1JZfUVBOXLyfiH+DKhi0jCuqYQH6+FoHo0Kkygx8LxsXFSN36Puj1MpIEAwfXonoNLzIzzVgsCnfjszkc8ixNm/nj6eVEcJ3yfD+vL0ajHqND0T/RCWO34+M5i/Vrr6HXS0gSeHg44OU2kxmv7icyIp2PPzzCml+v2p9To6YX7759GEmCo6FjWLNuGPUK5lKtmkeJ7RfKKvaaCxWWkSkeXElOyuVephYECjl+h1mfh7J9660Sz9u3N4rZs0LZsf0mb79xgO/nnMJksvz+SSQIgiAIwr/ejRtlPYOy5egIa9eW9SwEQSgkapoIper7OafJzMzjwP5oBvT9lcjbUzEYdKzbONw+pk2Ln7l5M5Xg4PJE3plK04YLiL2TBYDRqGPsOK2uR2zsPerW9aH/gFr8tPBciZa5ACdCYilf3om7d7O5ffse8xf2IzQ0lt59ahBU3RNXVyMAvfoEsWVzOD4+LixdMZiw66nUqVvevp36DXw5eW4sNpvKru03SU7OBcDBQcfAQbXt4wY9FszajcM4dzaB555vzIF9UYSFpaIq8OzoTQTX8ebKjYkcOhDDlk03+OjTooyQDz7qTJ8+Nagd7I13eS0o06FDZQ4d1MZ27V6NSxeTUBSFL7/uib+/C7aCoqr9B9Zk2xatC06e2cbypZfR63U4OEicOhlnD2Q4OeuZ9lIrPDyd2LnjFhaLwrWrKQDcu5dHVGQGY8dsQUVlxpvtCAm5Q8VAVzIy8khLNREfn40kQdj11PuOq6pqgRM3NyMWiw2TqeSx0Osle42T33r/3cMlbh/YH8WGzSMeOFYQBEEQBGHTJphR1pMoQ97ecOECxMZCYGBZz0YQBJFpIpSqd97rgJubEb1e68BSXF6elRfHbSc+LgurReXypSRGjdhAcB2twpcsQ+jp5xg8JJjv5vUlLjaL7749zfwfzjJ2XFN715xy5RyoFuTBwMG1+XnJQIxGHXdu3+PC+QRem9GOho387AETgCXLH+PA4Wd4/Y12BFefy+6dt5g2eRe1g77n+DEteyUoyJOaNb3o3jMIT09Hatb04vyVcfbWxoV69a7BG2+1x8/fla7dq9GwoR++fs6kppo4fjyWd948SLPmAXwysytz55ymZZMfuXwpEVmWaNu+kj1gAtCmbSBGo4x3eWcaNfIlP9+G1aqyZWMYz47ehMWikJdnY/LUltRvUFQFzWy20q59IKfOjWXS1BZ4l3eidrA3x08+x4gn6tOrd3V27x+NwVDUZahT5yrUqVcYKJKIjEzn0IFojh2N5crlZOLjs+3H4PcYDDJffNWDGg9oJVy5Srnff+JvHDkUw7tvHfzT4wVBEARB+PdISYEjR8p6FmVLlrU/Vu3cWdYzEQQBRKaJUMoGDKpN3/41uXQxidrB3iUe27cnknXrrqMqKh4ejmRmmrl9O5MfFvTj1IlYqtfwonKVcmRn5xF67DaOTnrMJis1a3rh5GRg2crB7N4VyYw32xFYyR0Am1WhUWM/0tLM9C+WFVIo4W42O3fcom+/GkwYu42UFBNzvj3Fvcw8VBUWzDtHu/aV7ePr1PUhKnbafdtJTzcz7vmtnAyNpWKgO2PGNibk2B38/F146pmGvPLSHvLzFdavDWPrlpv2mi2KTeXHBeeYM7cPCXezGdhvFY6OBrbsGMlrb7Sjd98apGeYCQ2JI6CCK2mpJqoFebBpY1FeqtWqEHLqefLyrARXn0tOroXawd4kJeXyymvt+OSzbvfNt3mLCsQmvswzozZx53Ym733YiTyzFScnPQ6OeoYOq8PG9dfvyxjROvtoGSOSpAVKCpcbWa0KE14oqlHi6WkkPV1bylNYyPZBmrcIoHOXquzZHUF0dCb3MvP4ZvZJFs4/x4Kf+zNo8P3HTRAEQRCEf6ddu8p6Bv8Mvr6wYweMGgXOzn88XhCEv44Imgilymy28tor+3Aw6nj62YZs2xLOyFENqFbNg6bNAijn7oDVprB81RBOhsYyeGgwVauWo33HyoQciyXkeCzPjt5EerqZgAquHDsxhipVtPojAwbVZkCxwMili4n06LIMgANHnubyxUTWrr7KpCktcHHRMk2GDFrDjbAU3n37IIpNIaCCC3q9DlOuFT9/F6ZMa3nfa1i14go3bqTwymtt7RkrK5dfZt+eSGw2laysFF75z177+MKlM4VkSQJUWreuyK2baQRUcCMnJ5/9+6OIisxAkiRCQ2Jp1boib71xgCOHtGwXTy8Htu4cSeMm/sybexqzWaF33+p06FiZ0JA7XL+WwvFTYzgZGsexI7fp02MFHp6OXL/5YkFHnyLxcVmcOR2Pp5cThw/FMHTwGlq2rEhamhmAr2efQFWl+7roAHTuUgUVeOvdjqQk5/Dk8A1AyXomRqPOHjB5kGrVypGebiYjI4/4uGxef7Mdwx6vy7p115g75zQmk5XcXAtPPbGR+OSXS2QGCYIgCILw72Q2a0tz/k1thn+P0Qh5eXD8OPToUdazEYR/NxE0EUrVqpVXWLroIpIEixddIM9s44fvz7Bi9RA6dqpCeNRkACRJol37SuTlWalfex6xsVpNk+VLL3EvKw+AlORcAgPdf3df8fFZqKqKoqiEHr/DjNcOoCgKv/x0nubNK7Bo2SDc3IzIskRmhrbNVm0COXQgBkVReGJUfVq0rFBim5GR6UydtBNFUXF1MfLK620B6NipMg4OOmyKSuXK7twMT//debXrEEifPjV5560DmEw2Zs8KJfJWGp/O7Ea9+j6U83CkY6fK9O25kvPnEuzPS0/Lo2e3FVSs4EZ+vookwbmzd/H3/gqTyYokwZHDtdmwTstC0ekkMtLN2GwqOl3JOXRsu5h7WXn4+blgsdhISszl6tVkdDptyU7r1hU5ERKLJEG1IE8iI7TXU97HiYU/D8A/QGsTbDZbcXU1kJ1dsnhrfn7JDJXfiom5R5Om/pw9c5f4+Cz8vL4sEXQp7t03D9C5W7US9WMEQRAEQfj3OX4ccnK0mh4CuLvDunXQvXtRUX5BEP5+oqaJUKpSknJRFBWbTSXPrH2xzszMY3D/1WRmmpEkCatVYfnSS5wMjeXSxUR7wMRolHlpeit69gxCkrTAyofvP3hRa8ixO6Sk5FKzljeqCt9/dxpXNyOqCgl3c9i18xYhx+6wfvNwPvuim9ZuV5aIjEhHURXKl3fm2TGN79tu+fLOuLppHX3qN/S139+goR93U6aTlPYKp8698F9rf6Slmpg374w9SKCq4OCoZ/LEnVy6mESFCm72TBhZ/s1vQBXi4rJo1iIABweZpMRcTCarfTt7d0fZh7q6Gtm28wlmfxnK7C9DURSVQwejadX8J1JScrFZFapUdsfHR8vpjIrMYM36YVwLf5GjR29jtaooCiTc1d5/SYL1m4bTrfNSGtSZx4H9UTRruJCcnP/e7aawk09hQAZAUVQuXkgsdvv3n//TjxcYPXIjNat+x9w5p35/oCAIgiAIf5qqlm3r3v+VosCqVeDhUbbzGDdOu/wTuLvD7dsQHl7WM/nzHrbzThD+DBE0ecRJktROkqTvJUm6IklSmiRJJkmSYiRJOiZJ0qeSJLUvzf0NG1EX/wAXatXy4tUZbYs9otK6+c9afY9vTvLytD306bWS3t2X20fk5yt0areY3bsjUFWwWGwcORiD+ptP3rjYewzqv4rJE3fas00iIzIwGGS6dK2Kl7cjFovC06M2YbUqODkbMBh06HQQE52BYgMXVwOeXo4ltrtg3hka1p3PlGktuXx9AqZcC80bLWT82G2oqmovRLtpQxi+vi4FgR3tud7lnZBlcHTUcf5cIhE30/HwdGDS1OYsXTmYr77pybGjt7FaFY4eieHC+QRWrhlCq9YV7fsfPrIuzi5a8teZU/GYzUWRBknSAizFOwhNeLEZcXFZfP3lCWZ+dpz9+6J4cdwOrl9N0TJl3IycOBFPQkKOfZ7vv3uYlSuucPpkvH07eXlWXn29DddvTiIyIoOkxBzu3L7HhLHbuHPnHqC1Sa5a9f5ir+7uDuh0EqpKQcaLRPUanlSv7nFfcVhJBhcXA5IEbdsHYjCU/PhJTMjhnTcPkplhvm8/giAIgiA82i5fhrg4cHP747H/FpIEer1W20QQhLIjgiaPKEmSykuStBY4BkwC6gGegCNQGWgHvAF8X5r7rVbNg/DIKZy5OI6JLzZnyNBg2neshJ+fK3GxWXz2yVG8vJy0gAP3R6ItFhW9TofRKCNJEleuJpXIWHh52m4a1ptPXp5WZDU1xWRvdZuYkMOhgzE0buyPXi+Tm2shNdWEh4cDQdU9sVjUgkKnEBWZSe2gudyN17IsbDaFzz85Tlqqifk/nOXjD44w5unNhIensXb1NWILggc7t99i0oQdpKebSkTSU1NMALz2Rlt7gCI5ycTqVdeoW8+HwQNWk52t1QC5HXOPjm0X06vbCt56t4M9a2XjhjByc4qyShydilbPFbb89Q9w5cLV8UTFTuWtdzsWFNtVUVWVSpXdGTSkaIlLq1YVCQ72RqeT8PDQAkQdOlSmT98aeHk54egoF7x2re2yf4ALsgRB1T1RVZXUVBP+/q6MfLI+38zpxeMj61Khgiujn6pPx05a8dx79/JYtGSQPQBis6lE3EonJuYeMdEllzDpdRING/lhMMhcuZzEM2Ma8eu6Ifj7u4CqfRipVgiqOIfnR2+mTaOfOH0i7k+dd4IgCIIgPNzWrgVHR7EM5bd8feHgQcjKKuuZCMK/lwiaPIIkSfIDDgHDCu6KAb4CngNGAtPRgiW3SnO/VqvCubN37Zkhzz2zma1bwrl1M5233u2Au7uRlGQTRw7HsHj5YIYOq8OAQbV578MOJZapuLoa2bl3NAajjKenE1WraXmaaWkmfv7xPJaCbi6yLJXI9ChXTst6mDKtFS+90pq58/tSvbonz4zazPVrySWWj0gS5Fts3I7JBOD1V/aRkWFGkuDl6a2JjMyw76P/gJpULKit4uHhWBAskezb0+u1n6oKEbfSMRhkZBn0epns7DzGP7+V40fvAFo3msI5x8dl4enpiF6vFSSx5Cv2xyQJPvykM87OevvSl1FPNeBIyLPEx2Ux55tTJCZkcSI0Fjc3R/LMNtq2+Jmrl5Psr3Hvnkg2bB3OtJdakZ6uZW9s336TuvV8mDO3D4qi7Uynkzh9Mp66tebxzFObuRGWgsGgw2JRGDS4Fi9Obk7vHiv5dvZJ0tLMrFxxpcSSnacL2iP/9lyw/absidWqEhoSS36+wr3MfH5aeB6jQc+4ic1KjFNsKpvX3eDmjTSG9lvzoFNNEARBEIQ/0KyZdnkYxMTA2bNQvnxZzwQ2bNAu/xR6PVgscPRoWc/kz3mYzjtB+LNEIdhHjKStIVmDllkC8AXwjqqqD2x1IklSpdLa9/VrKfTuvoIZb7WjZk1vjhyOQVXB29uJuvV88A9w5d69NHZsu4XRqGftmmsAzFvYj85dgli25CJHD99m+mttaNGyArEJL6HXy/bOMJ6ejvToGcSe3ZGAttRjxeoh7Nh2k8lTW1Ix0A2rVcHBQU+XblXt82raPIBTJ+MY/XQDQkPiiIxMQ7GpvDy9NS1bV+TY0dv88tN5bDYVR0c9j4+sx4BBtVix/DJ6vUzt2t7IsoSqqrRuG8ihY8+gN+iIjsogMSGbAYNq0a/XSi5dTGLFsis4OOgwGHS8NL01deqWZ+yYrYCWJXLq3FgWzDtL2PUUho+sx8zPjlO3bnmuXk3GYlFQVS2wotfL1KvnQ0LqKyQl5hAZkU6rNhWx2VQG9FmFzaaycP5ZLXhRkO1itaocOhhTcFxBp5P56P0jLFl0yf5e9OwVBEB+vhW9XsLV1ZEmTf35/rvT9jGKAg4OOvLzbezfH83SJZfshWhVVQuOnD1z1z6+MNOnOCdnPaZcK97eTrzyemvefuPgfUEUgMeHrMVm056vomUf6WQJCmIwjg5aQOnCmQQ8vRypElTGC50FQRAE4SFx7lxZz+DP27gRdDr+a824v0tKSlnP4H4eHlogp0+ff34mzsN03gnCn/UP+GgSStl4oGPB9fmqqr7+ewETAFVV75TWjhVFQVFUDh+MZvQTG1AU7YP9Py+3onePFcREZ1K3ng/zFvajVeuK9oKxX30RQrPmAXzzXW/OXhrHk6MboKoqBoOO1BQT/5myi3VrriFJEus2DadxEz9AC8bM/PQ4RgcdlSq7o9PJODhoccCYmAxMJi0bYtfeUTz2WDBLFl3Cu7wTer0OF1cjEyc3R5IkLBYFvUHGYJDo3SeI69eTGDd2G/v3RvLR+0d49qnN7N55i5pVvyfQbzbRURnUqOFJj55BjH66IeXKOeLpWVQf5dXX29C7T3WqVvOgW48gfHyckWXo3qMabm4OvDajHT8tGsj7bx9iy6ZwLlxIpGqxYIDNpmIyWXlm1CYAPL0c8fV3ISoqA0VRcHIyAJCTbeFBvzd1OolpL7Xi5yUDuXWzaInM8l8H89U3vQD44L0j5OZaMRh0hIbEPmAbMkOGBjPjzbao6p//T4wkaUGfGjW8AEhNNfHBu0dp3MT/geMLAyZIWtDExdWATSkKwqjAx28dYXCXVXRuspi4gmVSgiAIgiA8GlJTYd8+8PMr65n8c7m5QXw83LhR1jMRhH8nETR5hBRkmUwvuJkNvP537r9GTW8++rQLQUGe9uU2qgoTXtiGqqjIssQrr7VhyLA6PDm6AW5uDoDWmvi1V/aSlJgDaMtwgmvMpaLvbKa/tIcliy4y7vltZBQUCL1xIxXQWg4fP3aHuXNO22uOAMyfe4ZmDX+kZdOfsNkU0lJNbNxwHYDTJ+NY8FN/Fi0ZRLlyWqCjS9eqNG9eAYtFZfOmcB7rv4ajh28TGhKndQHKsxFxK51798xkZ1t4csQG3nv7EEePxNhb767d+DhvvN2eT2d25fixWLZvu8W0ybtITs7h8RF1UVX4deVVQo5rMaplSy5x7VrRnzLuxmXRuWtVJEnrPAPYC8/27r6CJvUX0LTBQgb2Xc3Mr7pRO9iLWbO7s3n7SBb81I/Z3/YocSy69wxi4gvbOXM6jspV3OnVJ4g2bSqxdvU1UlNNPPtcYxwd9XTrXs3enac4SYLFywczfGR93ni7nf1Y/p7Cv3poBXwVLl/SlgnJ8v9j77zjo6jWP/yc2ZJk0zslCb2DdJDeuwoqWEAUC/ber3ot16tXEUWsSBEEAUGqIFKkSgg19N5JSE9IT7bMnN8fs7vZBPB6f9criPPwWXZ35sw5Z2aHkPPd9/2+AlXT2Lc38/IH+1BSpbRxWbGTL8Zvx+nQcJSrPHnPCpZ+d4SSYsdFBsEGBgYGBgYGfz5WrNCjXM1G/Ptl0SOI4aefrvRMDAz+mhg/nq4tugH13a/nSyn/0K/lAwMtXN8pjrff3ERomD+NGkeSlJiKqsKttzVm1F0t6NmrFgBj7lpCaakeAJOdVcZXX+yiqMDBl1OGcORQDhculKOpEpvNghCCWrVCCQqycuZMPvZyfZHvdOk5HFLqQkt8gl6tZd++TFRVI+18EXa7yhef7/CWvI2MsvHwA8uRwMzZwxg4qD5SSrYkVkRbhEf4k5FeUunctm87z133XMe0yXoaz8cfbePLz3dy07BGTJtxE/7+Fp557npiIsZ702UkgtbNJ2M2C6+Y4InACAy0YDYLb2pLcbGTcR/25bOJOzCbBRs3nOG9cX0BOHQo2+2jItm/L5OnHkvF5ZK8/eYmTp57Ej8/M++9U5HoGhRsZeaMvTidKkIIzp0t5NzZQtq1mkJRkYMAm5lBg+pz56jmbNl8ziuGNGwUwfFjeQA0aRqFlJLPP93BkkVHsFhMqKpGfHwop0/nV7o2ivJrgorEpCiVKgEpCtStG05KSiFOp4qm6eWmVbtbLPI52uXUEAg9bQfB7sQM9m5ehQlBdIyNFu1iGT+rP4FuAc7AwMDAwMDgz0NJiZ52EhNzpWdy9RMTA+vWwQMPGBWGDAz+aAzR5Nqiu8/rdUIIM3A/MBpoAtiATCARmC6l/Pn3nsCa1ScpK3PicLjYllQhRIy4rQm9etf2vk9LK/JGVAAgICOjmOrRH/LW2z25f2xrsjNLePf93tRvEEF8XAhms4LZpPt9OBwagTYLLpdECDh+LI/GTaKwWEy8/U4vYmOD6No9gdSUQpYu0WMZw8L8mDztBm4dOh8JZGWW6kMLwfgJ/Zj33UGsVhPHjuZw6/DGLFxwxDu9OvXCeeOtHoQE+fHJxO1uo1O9woyHvNxSr2ACoLoFEZdLYrUqdOuewFtvbKBL1wSiomzcOqIJ8+Ye8s6tUaNIPvty0EXXNC4uhKNHclEUvfTv3NkHACgrc+FwqPj5mWnYKApFEWiapLzMxfzvDtG8eTR339uSF5/TP2aPGWxRoYP58/Rx/fz0YDOLReHY0TysVsGNQxtx56gWHDqYzeuvbcDlNnmNiAjgrNs415cXX+7CB+8nXtKzRNOgvLzyDinh4cfaccONDTlxIg+zWSE1pYDtSeeZ9tUevQ0SBeEWYyTCJyhOoIfI5WWVkbjiHD2qT+eDbwdwXadYImNtF0/CwMDAwMDA4Krk55+hvNwQTX4LZjO4XJCUBP37X+nZGBj8tTBEk2uLdj6vc4AtQPsqbWq5HyOFEPOAe6WUZfwO7NubSV7mTrp2T6BO3TC+/WY/mjvEY9eOdAYM1INg9u/L5OyZAqSEWrVCaNQ4ity8UtatPY2UMG3KbrbtegCATyZs4+03NwFgd7i4595WjBp9HbNn7SMszJ/Wbatx8sQFVq88yQP3LqN6jSDuHtOSO0Y2Izu7lAF9ZpGbq4sFxcUOTIpAuI1GCwoqTvuBB9sw5MaGNKqrV2D2FUyEgPoNwgF45fVu2IIsaJokIiKAW4c3AWDunP08++TqStfjgYda8/28Q9xwY0P+Na4PdeMn4nJJZn97AItFISDAjNmsAJL3P+yHELroMWTgHHbvymDu97fSq3dtQkKsgC5AzJ51AItVwQwsXHKbN8XpluFNqFU7lL49Z2G36yLFgQPZFLhTmi6H3a7RvWcCu5MzcDodOBySJYuOsmzpcQ4ee4QAfzNFTj0iKC+vDLNFeL1qPNElJ05cIDzcRk5OqbdfRdHFKK9niQ9Swto1pxgwqB733r2U7Cz9OJO8tLOZBBT3eBoSgUCiR57oJwF/G7EGE4K4uiG8NKkrLbtX9xoIGxgYGBgYGFx9OBwwd+7VUTHnz0JoqB6Z06/f1W8Ia2BwLWGIJtcWvm6bn6Gn6hQCU4Fd6J93N+AewALcDliBW37rAEKIDZfbZzbFUVLi5Jnnrqd3nzpc36kmj4xdoZuKjtDFBYdDpW+vWZSXuRCKIC4+lF82nfP6avj5mXj19W4AHDqYzcIFh7z9e8oD634WkJVVyrKlx91tdX+Q86lFvP9uIt9M30tuTqlXQACIjLTRoFEkoaH+FBbYadu2RqX5R0YGXPK8pNRLDQNYrSZefLnLRW3eeeuXSmV4wyP8uXNkC154sTPVawTjcKhERtrIzCzRl/oSpCa574FWhIX5M+K2pgDk5pSydUsqmiZZtOAwHa+vyY7tFZVqTCahV5dB0KZd9UpzaNQ46iKRYvHCI9w1ugXfztrv3WaxCJxOPUJHCIHNZqGosMIr2GTSSzkPHTKPTVvGcO/opezZo3uSuJzS3YeC1WqivFzl8MEsr2ASHGyltNSJqspfzU3evy+LIQPmegUTpB5d4hFEhPuBBAWBJt2VdarYMHnboUefZJ0s5qV+qwkOtfDqnB7ExAcT39SouGNgYGBg8Ndj7NgrPYNfZ9MmKCiAhIQrPZPKNG58pWdweUJC4Nw5OHUK6tW70rO5NFf7fWdg8P/B+Cr22sJ3dVgfOANcJ6V8Tko5R0o5U0o5FuiCLqYA3CyEuO13GTzMn9vvbEbnLvFIKXnx2bWYTApj7mtJgwYRfPzRViZ9sZNAmxU/PxN3jGzGpKlDsFgUTCaBv78Ju13l7pFLOHkyj/59vmV3sr5Yj60WyDPPdwLggwn9efMfPfhi8uBLzkPTJAkJIQQFW/HzN/HIY23ZvHUMk6YO4a47FvP6m91Z+fNIRo9cTLdO0ykt1cUOq9VEcLD1kn3ef88P7NqRxqIFh6gWOZ7YiPE8+tCP3v3PPN+JqKgAb5WZC3nlDO4/m/atp1BUZMdsVnjsyfY0bRbF2+/04vNJg+nbvx5TJyfzwftbSNqiG8RGxwTy4std6NY9gaefu57jx3IrzWPAoLqMn9CfVWvv8kaZeAgKshITo6enBASY6NO3DhM/G0inznGEhFixWhXCwv1x+ggfh44/Stu2FeJL+w7VmfDJABBw9EgO17d4f0aeAAAgAElEQVSfRlSMje49a/Hq610JCdHHdLkk1WsEI6Xk6NE87/Ems/Aa2FYtRazv00WZTp3jSTv/2y13JBITwi2seMQS/W/Ns02CGYFJCpz5Ku8O3sAzzZfz3pB1HFiT/usDGBgYGBgYXGNMnqw/rkZcLpg1C8LDr/RMLqZ7d/1xNSKEHs27evW/b3uluJrvOwOD/y9GpMm1RVUR7EEp5dmqjaSUO4QQrwKfujc9Bcz/LQNIKXtebp+fNUHO+Hov8+YeZPnKOykstAOQvCudH5cd51//3AzAZ5MGU6NGEJ06x6MogsMnHsPp1LjrzkVs3pSCpknmzNpPUZHd2/fQYY0ICtIFjfBwf+LiQxgzeqk3NPHFlzox7v0kb8rIt9/djNlsIu18Ec1b6ImyPbt+Q/KudA4eyOLlV7py4UIZhYV2jhzOoY1bOJg+cyj33bOUwsLKVZrLy1V695jpTaEBmD1rPx981I/AQCv3j21Nuw416Hb9dO8xqipxODQcdpUnH/2BhQv0Cj7zvjtI4rb7+HHZca9B7aIFh+nWvRb79may8qcTDBxUn3r1wtE0yT33tmTOt/uRUtK1Wy0aN4li/PtbGHN/K/r1r1tpnuM/7s99d/+ApsHb7/YkOiaQoTd8R2mpHsmjaXY6dKjBjh1ptO9QkyED5nDq5AViYm04nRpdutXCZFaIiwshM6OE4mIHP68+TU7BC2zaeBaHw9OP9JrG+hq55F+wXzZctEWLGM6cySfQZuXjzwZQq04o499P0ncK0CQEWBXuuKs5meklrF952l0h5+IOVcCEREHxiUzRo1QUBIq7hrEfgiMrMjixIpOIUCsmVaPfq83o+WITb4UnAwMDAwMDgz+WpCTIzIRata70TP58REfDqlUwZgwEXDpI2sDA4HfGEE2uLYp8Xp+VUq75lbbTgY/Q03Q6CiGCpJTF/83gLpeGn0k3KDVbFIKDrZSVOXnuxU4sXHDEa1raqnU1GjSI8B7niZj4+puh3H7LAiKiArhvbGtmfL2X7OxSLBZBSIgVu92Fn59+y87/7qBXIEmoFcqZs4Xe9yaTYNIXu3j9zR5ERFT8b3LPvddx8EAWdeuFU1buok6dcNq0q07LVrHeNv0H1iM181kef3QFM6fvA/S0HVXVyM+3e8vc2mxm7r2/NYGBupAjpeSh+5d5+wmwmeg/oD6PP9GeyCgbBw5kefcVFNgZOuQ7Xn+rG+npRbhcGo8/1VGf411LOHniAruTM3jymQ44nSpPP9uRt9/tyT2jlvLKS+u8fiK/bDrLufRnKClxeOcRFWXDYlFwuVR6dPkGp7Oiao0+T2h+XQzTZw0lMiqAGtET9FQntynuxx9u9Yoe0TGB1K0XTpducdRL+ASXS0NKMJt14Uir3LWXW25tzMGD2Rw5XDlKZs9uPWoo/4KdyZN2sWlDZT1PEVCtehCBgRZ+WXcWVUrM3to5PtKM0N8Id5SJRZdIkEL6GMcK77FmBBYEaoETkxD88to+Ev++m9AYC+0eb0T7Z5pi8bdc+mQMDAwMDAz+pOzapT+3bXtl51EVTYNvvoGwqzR7Njtbf46OvrLzuBxWK9jtsH079OhxpWdzMVfrfWdg8N9giCbXFr61YJN/raGUskQIcRRoDpiA2sCB/2Zwf38zFrPCoCH1efDe5TidKrNm34JiFvz4wzE0TTJwcH0aNIjgxIk88nLLWLzwMAE2C7ff0Yx69SPYuGUMoEcybEi8h45tplFS4mDihO3s35fN94tHAHijWDzExgb6nBvEx4cwbUoyu5MzeOvtnkRG2RhzXyu++jKZA/uzObA/G6vVRNt21UlPK+azT7czaHB9/KxmSsuclLkjMwC27XqAlJRCZs7YS42awRQXOXjxb50pLXHy8os/06t3HVpcF+P1VQEoK1VZuvgozVtE07FTHG/+owejRy4GIO18EZkZxQzqNwchBO+815t69fT41IJ8/bwCAswc2J9F/z7fIjU9dSggwOw9P4BWravz2MMr+HbmPh55rB3vfdCXzl3ieeiRtuxOzmCjjyjRuUsc+fnlHDqYw9dT97B/XxanT11A0yQmk8DP34TqkjidGlJKhBCEhvpx7Fguhw5meVNt7h7Tgrj4UKZNSSYoyA9FCI4fr0jPsVoVnn7uelRVcvvwBRQXOygprvB6AT20dNnSYyTvygB0H5tu3RPYlniec2cLmfTpLhS3VCKp7HUikSAFJkBDQ3ELJhq4RRLwjU0RsqLajkCgIFGEJMAqkUVlHJiwk6Of7sBkkdy2bzTWQCuK2chaNDAwMDD489POXR5Ayl9v90ezbRucP3/1eZl4WKz/usaDD17ZefwaQUGwZMnVKZpcrfedgcF/gyGaXFscBXq7X19cG/ZifNuE/reDOxwueveIp1nTaH5YcgyAjyckMXP2zUip//BcvPAwTz/bgQF9ZuNy6aEKLpfGhPFb6duvLt8vHsHwm+fz8+rTfPrFIA4ee5Te3b7h7Nl8zp0rYPiw+bhcGmMfasPhwzmUljg5n1rA3Dn7qV4jiPS0YhRF0LxFDAP7ztar3EQG8I9/9uLE8TyOHqkQNoSAyKgAnn1qFSt/Osmkz3ditZoRCrzyWlc2bTiLw6EysN9sli6/nYmfDax0vk89vpJFC44w+ctkUjKeIiDATFmZizp1Qjl9Wr+0H45LonHjKEpKnZjNeipJTHQgoWF+nDh+AdCr+gA4nSohoX7k5pby9ze7sW9vFlLzXFuVvv1qs+LHkwAEBpqZNGUwvbvPREpYveok733QF0UR/OOdXhQW2qkbPxGHQyM42MrOHem0bBVL/QYR1Ksfzsb1Z7ylgP38zbicGpqUSCmxWk0MGlKfzZvOUV7mqnTOJ45fYO7sgzidGrnmcqrXCKq0v3qNYPr0mEmz5lFs2X4f4/61ha++3HXRveIRTPTz1hgypAHrV58BKiJKKokfbj8TzVt8WLhFEMXdVvpWe3YLLG6RxSe9R0/fcZvKmiQmRWIxO7GaXazu8glWKyiKk7ghjahxU0uCW9TGZDWiUAwMDAwMDH4PNA1mzNANTQ3+/4SHw5EjkJoKcXFXejYGBtc+xleq1xb7fF7/lv+OfIWS3yKy/CpSQkpKAfPnV1S82bE9jclfJfPV1CHeNgP7zkbVJIpJL0krpe7/cfBgNpom+Xn1ab16zMLDhIf789mkwTRsFEmzZtFs2niOxMQUHA6NU+eeok7dcFQVsrPKSE8rxt9fL+NrNivUqBmMUARduupfZYSF+9OmbXUCAsxYrQpSwhNPdaBte72Kjqbp4gQSmjWPYfLXN1JW5uLsmXze+PtGCgoqyvdqmmTb1vNomiQ62kZAgJVjpx9n89Z72Zb8ALcMb0xAgBmHU+Peu5fy2EM/Ul6uMnBwfQ4ee5Qt2+9n1dq7+HzSYB5/sgMAGenFpJzTP4bzqUWMGt2CW0c0IiLCn27dE6hVJ4x//LMns+fdwrHTT1CjZghTZ9xEn7516NuvHpkZFdlVAQFmryjldGm4XBr5F8oZPqIJq346SXm5SlS0ja7d4igtceJwqFjMCmaLgt2usmTRUXJyfCpRu3WHLYmp3pQfk0lQp07l2NqzZwpwODR2J2dRL+HTSwomVb95+OCjvrz1942Vtln8PGKI+xj3KwXdTNaFdlFUiV6Bx2MQ65m28J1+pX2KcEehKBpmi4rZDBazHZutjJKknZz6+1ccGP4yqV/O5fy4iRTt+tXgLQMDAwMDA4N/w/btcPasXjrX4P+PxxD255+v9EwMDP4aGKLJtcVPPq/b/FpDIUQg0Mj91gmc/m8Hr149mAVLbuNvr3alWrVAgkOs+jcK0/Yw9r7lmM36grW01EXzZtF06FiTLl3jvNVzZswaiqIIPvl8IFHRNvbtzWR3cgazZ+3j8KEcFi08THxCCPHxofToqTuHVTVCfff93nTqEsfECdu48aaGREfZKCt1sHHDGZrU/4IzZ/J59fVumEyK2whU8NLfutCwUQT+/mY6d45jybLbqVEjmBo1g2jdJhaXqvHDkiM8+dhK7zglJQ7Op+oWMh071eT7eYfIzi6labNoOradxpLFR4mMCkBTJS6XRHVXPl666CiHD2UjpWTCh0m88Owa1q87A+jpTVFRNsLC/LnnvlakpBTy47IT5OWVsyUxhUmf72LdujPceFNDrw9M124JHD6cw9TJyYwZvdQ7P7NZQXGX8ikvc2EyCZ5/qTNJW1IrLpaUfPRJRfTM9Z3imDPv1kpGrjVqBDNqdAvatPGtZq1jt6ts2njuP7hDwN/fdNG2f7y5iRuHNay0zeNFI4X0VswB9Eo50m30Cu7oE6gsh0jv36qoUGgE0ivYSN+HxNubEBKhgFA0TGYVs7UU+9afUU/somj6ODKeHUH2326hcMbfcWSd8XrcGBgYGBgYGPw6vlEmlzONN/jtREXB8uXgdP77tgYGBv8dhmhyDeGulOMuR0JtIUS/X2l+L7oJLMBmKWXJfzt+ZmYxe3dncNsdzTh2+glmzBpG5y5xdOxUE03TF6zxCSFERAZQp24Yib+cY0tiCn97rSsTPhlIzZrBAPTsVZv8C+VkZ5UyZ/Z+Bg6qj6IIrmtZje3JD5C870Fiq+lpIXeMbO4NI3jssXbUrhPG1i2pLP/hGJ99soP09GIeHruC3bsykFJSWGCnb7+6DB/RBEWB99/TK/r8vOFuXnuzGz371CYrq5QeXWbQvtVUkracR2p6JExklM17rsHBfnw0sR8dOtSgsMDOk4/9RI/OM5j0+U5On8pHUyWpKUWYTNCgYUU9PSFg4/qzNKn/GUsWHSU3t4wpX+kRDE8/sYr09GKKiuz07zWLjm2meFNoVFViNiuVTGs9mBQ9xenwoWyfcQRv/bMHAQG6SOF0akybkswnXwyiZ69aCAE5OWUM6jubLt3iGXpzIz7+bCADBtbDZtNvi8jIADZtGUPjxlEEB/t5yynHxenX3mqt/OPDz89E48aRF83PZqvIAjRfwi+kIN9ORFRl+/f09GKvCFI17aZRi4hKbS/u0ZO6c7GUoghdKvGWLRbSWyJZygoRRSJRFInZAkIBxSRRLBKz1YnFz4GSsRV1zhjsX/bEPqkrzqwjF83CwMDAwMDAoIIdO+DMmavXAPbPhr8/lJRUGK8aGBj87zBEk0sghGgkhHhcCPGhEGKiEOIVIcRdQoiLv26/+njN5/VkIcRFxdyEEO2Ad3w2ffB7DKyqkmlT9gB6NZmWLWNp07Y6K5afoEGDCP41rg8Hjz7KmdSnGHJjQzQNVBW+n3eIF55dTYe2UykqshOfEMKdo5rTrHk0D4xtzU3DGpF14Xk2Jt6DyaTfsseP57F61UkaN4ni2zk34+dvYtq0PQQGWoiICCAw0OKNbGnSNIpbRjQhLj6Edu2r06hxJN99d5DSUhfTp+6ltNSBzWbh7Tc28d47ibz7zi/Y7Wqlc2vSNIpx4/tW2hYaGsD+A1ls3HAWVdVwOFQ++jCJygiWrxzF0JsbUbtOKIGBVl55eR1paRUa1XMvXA/AqpUnAP2bmMJCe+XqNAJMZoWmTaOoGfMRXa+fTnm57jfiKSecl1dOfr6eQrQtKZXSUhc1fDxHunZPIDzcH5vNQnh4AELAhQvl7NqRxmNPtCczvZjdyenYAi1YLIIvpwzmgfuW8dYbG9m/P4txH/Zjx+4HuG9sG0wmcVFlnmrVg5i3cDjtOlTHZrPw8GNtWLBkBEdOPs6kKUMYcVsTPvy4/0X3TUyMjeBga6VtiiKoViMQIYW7So6OCcHR/Xk+qTmiUlUd6f6juY8wSd0k1hONUvHaI8YIhJBosrI0o/dfdZs7CsWkIcwgLBLF6kKxOREb7kBd1gJtVTO0X9qiHnsDzVVoRKIYGBgYGBig/27z9ddGlMnvjc0GP/xwpWdhYHDtYxjB+iCEiASmAEN/pc0uYLyUcv4fNrH/ACnlOiHEl8Aj6BVx9gkhpgI70T/vbsA9gGeVOkVK+dOl+vpPsdksjH2wNWfP5vP+u4nMnX3AWyK4pNTBw4+2o7DQzkcfJFFaVhFLePhQjmfufPD+FsLC/Pn0i0Hu9BlQVY3p0/aw8PvD3H5nM26+tQndOk1HapLX3uhOcLAVp0NDCLBYFNZtupu5cw7wr39uRgiN+8e2YvkPx0hNLSQ9rZipk3fjdLiX0QJ+WHKMkhIngUFWSoodHDtSuVRu8xbRrFg96qIoCatVAalHT/TsVYuf15wmJ7usUpvoaBs/LjvGyhUncDhVpKaPabUqdOmawPMvdaLj9bqDV3CwH7m5ZQghqVcvApdL4+zZAsLC/cnNKaO8zMXrr66nuNjB4UPZnD2TT6PGUbRpW401q/XsqpU/nWD4iKbcMGguLpfqTQsC+OyTHeTmlLLiR12ceeCh1iz6/jDRMYFs2niWD8cl4XC4vMds3pRCQkIIJpMgOtrGqpUnmThhG02bRdOiZSxnTl0gP7+iilFGejEP3r+cndvTAZj0eTK1aoXToWNNvp6azPZt6SxedLjS9VEUwcefDiT/QoVfjAKgQbndRZee8WzdcN693WMGq5ci1qksbYAnzkR4029ALw8lkV4fE08MisCTniO8v8QJ4SPEeEJPACkEUoqK7QAmDWHREFYQFg38VaSpCFk8B+3YHDQzaGaQAdXBEoop8Hms/l0R4uI0JQMDAwMDg2uVbdvg3DmIj7/SM7m2iIiAPXsgMxNiLw5GNjAw+J0wRBM3bo+P9UAzfMttXExbYK4Q4lVglJTyvyrT+z/iccDlfg4Bnr1Mu8+AZ36vQeMTQnjowR8BiIqyoaqSoGArwSFWUlOKmDhhG8VFdj6duB2Aho0iycwopqzMiabBfQ+05qsv9BjD5i1i6NY9gVdeXsehg1ls3XIeKWFrUiqDb6jv/Qbf5VI5eyYfTdPff/vNfhYuPExJsQNNk1itZqKjA2ndpjp+fma3x4kTi0XB6dTw9zeTcq6AD8YlITXJ1Ok3MumLXWxNSuWxJ9sx7OYmRMfYKC5yEBbmX+l8bxzaiEU/BBAW5s/JExdYt/a0V3AQAhST4LEnO9C4SRQAAQEW4uNDuOfeltx193VYrSZvKszihUd8yigLUlIKWbF6JA6Hys4daXw4bit5eWW4VA0pISjISsNGeipMXHyFm5pJESiKIDY2kIyMYqKi/cnMKAVAc6f4eEg5V8DRU4/j52fm9dfW43Jp3vn7+5to2iyaAYPq0bVbAk88+hNH3WJS2vlChBDeMsQAwcFW4hNCad2mGtu2nvduX7/2NFKTbN+W7v689L7tdhUpdUPdiRO28uVXQ+jRK4G080WcOp6PlJILuXa2Jp1HUQRS08USEwJNSLoNrM3WVanuz12voaMhsaDgiUHxmMR6ShILPRTFHUeiIcEbYeJJ0RHoYwkfxUWvYCRA6p4nICo6lp6RqPipYQIUkApIM2AFqWQgRSYu+4PYXRKpSBAmFFNH/EyPYlLqYVKiMDAwMDAw+L3YufNKz0BHVWHq1D9PlMnNN1/pGfx2PKnTa9fCyJFXdi4erpb7zsDg98QQTSp4FmiOvlRyAlOBlegGqQFAffRyvsPRq860ALYKIcZKKedekRlfBimlBjwphJgD3A/0BGq4d58HNgJfSil/13IgTqce7YHUU06Sd2Vw3wOtuXHQHACWLDrCcy90QghBWJg/GxPvwWazsPyHY4RHBBAREcDMGXsRiqB+gwgWLzrC11N2V6q2Ur9BBLGxQazbeDcnjudxw00NmTKp4jSmf70Hq5/Ju6AvL3fx7j83szFxDOczn/FuKy52EB1jo36DCNLOFyE1icmk0LZdDX5c1Yi83DIiowJ4/unVTJm8G0URfP3NTdwyvEmlcz5x/AJbEs/xzPOd2H/4ET79ZDvbktLYvy8TxSTYuOEMs2ftZ/7C4bTrUIPgYD92bE+jQZ1P8fc3s3bDaCZPSqa01InZ4i6mqwiEEERHB3Lj4LmknS+iY6eazF84gntHL2Xd2tNc3znOu9B//a0efDfnAE6nxpLFR/nqy13EVgtk6oybePmFNWRllhJgMzN+Qn+2bknxzn3VT6eoGTOBGbNuYv++TK/wBLqI8NTjK6nfIJzTpwsqpSupKm7xoIKiIge339mMGV/v8W6zWBSefq4jjzy4AtD/Y69RM5j5C0awatUJ3np9EwDbtqZxfftpqPaKPj3SjtOhYpUVURkWswIuwaZV5zBrvoawoEjhI4d4NA3p42tSufwwUv/lTb+/pB5FIvTrL9G9THxLFgvh+8uerBBVqgonwmcYgbtMj6dUD7pgokhQHGj8Qpn6i67qSEAK0BSEbIzV9BJWa2OEiPR+1gYGBgYGBr+Vtm2v9Ax0tmyB8+eh1kUJ41cn0dFXegb/GVFReorObbeB+SpY2V0t952Bwe/JVfBP66phhPu5BOghpdxdZf8O9AiTJ4HH0L1DQoCZQohSKeVSrjKklFuBrX/UeKGhfvzjrYGYTQrDb2vC/WP1hd5XU29gxvS9vPr3brRpW52DRx8hOMSPslInc2cfoEfPWjRoqEdNHD31OIoiCA7W9/sKJkLo1XKEEDRrHkOz5jEA3H1vS+bNPUBycgb16ocz5esbGfdeIitXnATg9jubAbBrZzo3DJxLfEIIGxPH8MKza3j15fU4nSpms8LET/tRMy6Yed8dZOf2NKZOTsaz+tU0yYP3L+fGoQ2xWPRF/L69mTz9xEpUVbLw+yOcSnmSF1/uwsEDWfj5W0hPK2L0nYuREr6dtZ9efeoAsGbVSezlKg67yvj3k1jw/SGEELz9r160ahlL9Zoh2ALMxFYLIiDAghCCoEArNpuFb7+7mSOHc7zRK6AbtoaF+XPhQjkZGcXs25OJlJB2vojDh3KRElxOSbfuCTzlrgDkEQscDpWRty++6LMsK9N9UoqLHJhNAotFoVXrWPbsznSXia4smlgsCv98ayNOZ8V2VdX44L0kzp7RyyjPnDOMdu1q0qPLdDIzSysd77BrmCqVB65In3Gh4W82o7kkqkvqsSTu6A8Fgeb2MNHcUosQwitoaAJUn6nqcSkV95OU+KTl4I1+EQJvKpUnk8YnU4eKiYpLO0P5iibeEj2iYvtFSUXuTZo7GkY9itN+P65igVAlwikRznAUp4qw1kKJeAXhH4/JGnOJwQ0MDAwMDK4OXC6YNg3Cw/99W4P/HwEBkJMDycnQocOVno2BwbWJIZpUUA992TLpEoKJFyllGTBeCLEEWAXUAaYJITZJKS/8MVO9erlzZPOLtt04tBE3Dm3kfR9bLYjkXen07j4TTZOEh/tzNu1pAEJD/dmWlMryZcd58OE2TPikP9Om7ObA/mykhK++3MW/xvWp9M27zWZh/eYxlJe7sFpN5OXq/h8WiwmE5K67r2PN6lMsWnAYu93FqVMXSPzlHNnZJd6qPi6XxiMPr+DVv60nN7cMRcFtxFqxuA0J9cNkUti/L5O1a07Tf0BdTCaBquqL7J070hh2wzwAwsL8+CXpXoaPaMqmTWe574FW3n48BrUArdpUY+GCwwSH+PHay+upXj2InXvHEhBg4dzZApo0iWLgoHq89EoXACwWEy2uuzhpdd2mu9madJ72HWvQqtlXqKrGpk3n6Nw1no3rzxJbLZDe3Wfi529GSifXtYzl+LE8ioocAAQEmL1CiQerVeHH1aOY+NFWpk/bQ1mZygsvdWbO7AOcOZ3vno9Co8aRtGlbjZkz9gNQv34Yp08XoCiCRk2ivCWVjx3JY9WKkxcJJpfGJ0ZEeEQS9+chK8eOeOrheEUPjwcJYJIehxMdT0SIp1JORaSJfoReTce9TYDULlfDxyPMSHeKTpXdVV97hBxZZcdlAkg8kpHQJMIlESooah5CA1G0D3LvQDoEqlNBOAU4zWCqgVTN4F8H6o3AFN/j0p0bGBgYGPwlePBB/Xny5Cs3h02bICPjzxNlAvqcAbp3v7Lz+E/w94elS68O0eRquO8MDH5vDNGkglLAH90w9d8ipTwhhLgZ2A6EA49SuSLNX5rsrBIG9psNEn5aM4qY2EDvPodD5ZknVnnTQQICKt+GtwydT1GRg+TkdH5cOZL1a89wYL9eTjcmNpDc3FIKChzEx4dgtVakbvj76/2MunMR25LOI6UkLMyfLYkp3DNqCZqm0aFjTVwujTtGLKRJ0yjeH9+H7Owyxv0rEZDk5upGrpqml9B1uTQ0d+rOnSObMXf2fl56fi2lpQ62JKZw5OTjfD/vEPXrh3sNbQHy8+1M+mIn0765ifz8clRXRaWZmJggFEVf5F/XMpaT555k/LgtfPHpTjIzi8nJLiU+IZSnnljJ2jW6wavJJLhleBMiI20UFtq9fiYeasaFcOuIEFRVw+pnwmGXTJ+6m7p1w/l+8QheeelnUs4VArr56u7kDAKDLJjNCuER/lzIq2xgq39OGkg4fboATZMcOpjFoYPZldJ4bhzakE8+H8SRIzle0eTEiXyEAqpT8t2c/d62/3hzE48+3q7i8wowUV6mp/1ERPhTUuTE5dQqJ9FIvWJOTM0A/P3MpJ8sqaRJCHQLEbOPMKJUSCPuNtJbZNizxxv0IUHxNX71yBXecBSf9BzpGdFrZuKdhFfg8XQkK/ZVmuxvpWogiltwERoIFdBAaALhEuBUwCmgJAvsJqQjB+3EblwuE1qZCc1pRmomXM4ANIeCrF4fv3ZDMIeEYa5RG8VmQ7ka4nkNDAwMDH5XpkzRn6/U4tXh0CvmRERcmfH/vxw5oj//mUSTyEjYvRvS06F69Ss7lyt93xkY/C8wflOu4CjQCT3l5jchpdwnhPgeGAUM4y8umpw6dYGGdT7l2+9uIe18kXeR/sumc9SuE8abr28g5WwB1aoFcehQNkJAu/Y1mL9oeKV+omNsFBU52LUjneJiOyaTgr+/GYdTJTOjmHoJnwLQ4roYNm+976J5hIb6YbEo1Kodyk+rR3H8WB4Oh21JE4QAACAASURBVIqqSpo0i+LkiQs4nRpHj+QyeEgDasaF0Lx5NBMnbGPH9jQA+g+oy5eTh/DLpnPM/+4ASVtS+XTiDm//iiKoUTOYwEALH45LIienFCkl9eqHkZNdhsOp0qJFLC88u5qvvtQ9V75fPJwBA+vTpGkUVqsJTZPcctN8GjSMYMGSERQVOmjZKpb4BN3Y1SMCAXzwfhLjxyVhs1lQVY2vZw7lp+XHOXosF4vJxM3DGxMQYCYwyIrUpDuFRv9Mtm1N5fAh34pA+r7iIidCgW++HcawGy625bHZLISF+/Pp5wOZOGEbX32566K0nDOn8xnY91t+WHEn949txddT9+hRHG6NKP+CvVL7GtWDGTqsISt/OsmwmxvTvkNNXnr+Z4qLnQQHWbztPWk0HpkjLbWEex5uSZKaQsrpQq+wUlWj8PUzEVSk+Pi2upQeUVWJkW6PEeF5I5WqR/j4kFTp4KLUHPd+qXiUlyqz/+1UFZQqdgj9gbvCjxRIl0BqJpAKqt2E5pBoTlCPn8Z+cBIuhxnVZcblNIE043SYcDqtqE6BavHDHBpOzVG9ierdCqEoCMXwVTEwMDAw+O2sWwe5uZCQcKVncu3jMYT9+WcYPfrKzsXA4FrEEE0qmAt0RjdNnfofHLcOXTRp8D+Y05+KwgI7rrISZs/azzvv9aZ7zwSkBqmpBdx3z1JvGkRKSiGRkQHkF9ipGRdMQIClUj/Dbm7MJx9vx+XSOH4sjx+WHkVVJYGBFkp9fE7278vizJl8atcOIz+/nKzMEho2iuSbb4eRtCWVdu1rEBLiR3RMIDabhaIiB9/NPkhpqZOoKH8KC510aDOVQ8cf5aZhjVi04DA7d6ShKIK539+KxWLiluFNaNY8mo5tK26JZi2i2Z2cwddT95CdXUJ+fpk3+uJCXjkpGc+gqhox4eNxOisiTNavPcOAgfXp2CmOf33Qh3+8vpH8/HKOHsmhpMTJxM8GVroO733Qh5PH8zjirlojJaiqvmzelnSe+fMOYrfr/ScmpnhTinxTTurVD2f1ylMA2GwmyspUNA0CgyyUFDsxmxRWrzpJp87xmEyCxM2pqKpk4mcD+PLzXTSq+xmz593CnuQMb5/BwVZKSpwoCiTvygDgby+uZfK0G4itFsS//rkZeRk94MiRbFLOFWK3q8z/7hAPPNgak0ngcmiVBBaP1uARPwA2rD7D+j1j+H7GAf751CYfocTzrFfP8cSV+OLxSZE+Braa9NEdPJWEfTUN4btfq1Ar3IatsqrpK1w6muTf6SNV/Gkvie/+S/mqVEWraKenGPkkKEmBlLokJTUB0oTLKdBUBamCVE1odklZQT6H3/oB9fUVOJ1mVFXB5TShaWZUTUEJD8ReJLEE+9Nn9mCCE0IpPl9CQEwAUgVrkNkwsDUwMDD4i1JeDjNm6BEQBn8M0dF6is7tt4PVeqVnY2BwbfGXE02EEHFSytRL7PoavfzucCHE+1LK/Zdocynyf7/Z/bmJjLJRr1YMDz/alqAgKwsW34bLpREZMs67GA0IMNOhY00ee6I999y1hJUrTrJk8RFGjmrh7efZFzoB0KJlDK1aV2PwkPokbk6h74C6LF5wGCGEu1KPYPGCIzz0aFtaNpvEhbxygoOtbN15P7371KGkxMGzT60iJjaQv/29K6+9vJ7SUicAOTnl7tEkLrew8f74vkTF2IiODsTp1LyGr08/sRJN071I6taP4IknOzDqjkUALFt6nG9mD2XlihMcPJDN8y91BuDwoZxKgonJLHjtjW4AHDqYzfvvJnLhQjlCQGxsEMFBFf+7SSnZkphC9RrBfDN7GN06TcelSh4Y25r4hFBsNgu3jmjC5Em7AM3dRyAZGSXez0EISXZWGVKTjJ/Qj3++tYm7723JsqXH2LTxLNNnDiU1pZAAm4X77l6KpklG3X0dGbm3U1LiJDW1kAP7fwLgycdWkp6mRw2Fhfmx7Kc7+XH5cZxOlQ/H6T7DB/ZnkZdbxph7W/H+u4lucedivp2lV+hWFEGL66Lp1+tbFHcEg8Wi0K5DDZISU73eqh261+DUwXzycssZeV8L/APMBARY9NLDSEw+fXvEFQXFR0jx7OMiMUVQtXqOuyqQ9Kglwm0S667Q4+txo1Sk93jNUSq9v9TZX0Y5+S26wmUOrajc45Ng5BV7fObk095XQBE+OUVS+sTkSIHUFEBBaopXaJHShKopuFwKznQHqstESW45865fgsuloGoKTpeCU9XFGVUKXJrAJQUuCdYwBVWD6OZhtB1Vm4SOEWSfKKF6sxDsJSp12keguT2CFNOlHHYNDAwMDP4MrF4NBQVGlMkfib8/ZGfD9u3QteuVno2BwbXFX040Ac4KIXKBZPdjF5AspTwthBgJrAYWCSEGSClP/Yb+rnM/H/nfTPfPQ3x8CD+tGcmQAXMoLnay/Kc7CQ6xUq1aEOnpxSgKXNcqlmeeu576DSMIDLRQXOzgvXcS0VTdsBUgJMSPN9/u6e03LDyAsjIXSxYe1SMpFEnP3rXZtSOdCR8msXt3OkWFuqFpaamTrUnniU8IZe7sA8z6Zh+KInjhpc74+ZlQVU336nAz8q4WREbZKC93ceJEHj8sPkp2Tik7tp1nwZLbmPXNXhI36xpb02YxbN56L1JKRo2+jrmzDyClZML4bZw5fYGCAjvr155h2M2Nadgokus71eTo0VxMiiAvr5yVK07StVsCvbp9g92um65KCamphdw4eC5rN95NcLAf387cx/PPrEEIwZNPd6BuvXAGDKrHxI+2A3DbHU1JSdHLAAsBvfrU5rvvb2XsvcvYvz+batWDvKWFT53KJzOjmEefaE+rVtV48tGV2O0uVFUy8q4WqKpGq9bV2LM7gxtuaEBuThkd202lqLAi6qNevXDS04oASX6+ndtuXUB6WjF164URHWMjO6uUI4dzmPTlLpo3j2b0PdexaMFhCt2fyaXQNMn+fdne6BkhwalpbEtKRfGJzEj65TyTZ91Ih+trsj85k8Htv+VCThkSMF+ibI3mo1p44is090MgvAKJqgl8gyA8lXL0vbpfiRBSz8yRejniCp8Tn2dv9ImsvK2yjlFZVPE2lBXbLiGcXFZLuWhH1XAX97ZLtvOlcsiKd4pVBZpLutxWjl7xPDRZ4Q8jJahS6Ndf6p9BSb6GS0JBYh5HE/NQkbjQr7kLUIVEItFtWySqOzLIz6bwxqq+lJY4mT/uAIpZMPqNVuxce57CCw7iGoRQrVYw7frWxOXUcDpUNE0jJMzfiHYxMDAw+IMpLYWZM/VSuAZ/LIGBsGABdOkCxn9/Bga/H39F0UQAUUA/90PfKEQBsBtdROkF7BRCvA58JaV0XrIjIWoDj6OvJP6TlJ5rlh3b0zh2NA8pJQsXHGbjhjNkZBQDeurItqTz3DpsPv0H1GXpj3dw152LOX0qn9df3cBdd1/HwQNZ7NyRzvDbmhAYWDm2MDDQwv1jW9OjVy3atqtBjeiPAFi6+Cg9etXiQl45teuEMfiG+qSdL+LYUT2txRZo4e4xLQkOtmKxmti/L5NpU/YQFR3A+nVn+G7uAb7/7hAbN57B4U532bcvk+JiB5s3pXjHHzVarwwkhODzSYM5fCibPbsz2LunInXlpxXHmchArFYTq9eN5vChbDq2nQbAksVH6NI13nstPEgJp07m89ADy8nNKaNzlzi9+qyq8d67iQCEhfl72y9begzQzWGbNI0mKTGVti2nkLjtPpISU7jnrqXueUKXrvHcP2YZUkpefb0bpaUOQHBgfxa9etfGZFJY/8s9qKqGyaSw+ZdzlJboKVBmswAhycsrw2YzU1CgiyDpafrneepkvruNPq8zp/P5ZMI2AJo0jfKm7njm2qFDTfz8TWzaeA4pZSVDWQ+aBoGBZspLVO9S/LlHVtGwfhTHDuQgVDBbTATaTDhKKxxMfFN5NCE9RW28NXj0pbh+UXwr5Aj0PGDfhXVV8UAoVavsVK2E4/kgqRza4ououl27eF+VDZcNWBGVX146+0dW1jfc23wjS/CKSFW6F1V+0arUxj23X7Vj0dto7oOlFJe8VJe6hLgDfbzHS11IKS5Vea7bSqSQaICKZNua82hIpMBddlq6s5Kk19tGQ6KJCq8b6f0DAYGCkhINq79Co+siCQi2cnBPFiazoEnLGAYNr0t+rp3wqAA69IgjPbWIHxccpWHTKOo1jiCmWhCR0TacDpVoH6NrAwMDg786P/4IJSVGas6VIDwcjh6F06ehbt0rPRsDg2uHv6Jo8inQGmgJBPtsD0P3MwH9d/kwYCLwhhBiPrAROA4UAXHutk+jG8culFIaogn6Ir1d+xrs2H6eN17bgL+/+aIFlqpKfl5zmnXrzjBocH3yL5TzyONtSdycwi03zUPTJLt2pfOJ2+Pjw4/7039AXdq2q0H1GkGY3GH7Dz7ShmmTdyMl9O1Tlyef7egdY3D/2exOzgRg3sKbiIkN5KFH9cotq1edxOFQWbr4GDnZBfzjjU1ERQV40wKkhIz0EuJiP+L+sa0xWxRMii5QgB55sGzpMZ56piP/eHMTx4/leccddktjlv1wlIMHsuncJZ78/HLMFoHUoHuPWlSvEczPG0Yz4ubvycwsIS4uGKEoOB0uViw/gaZJatcJ4/MvB1OrdigTP9rGz2tOERkZgL+/CbtdpW//umzZnEJZmYtevetw+HAO2VmlHDuaS4fr46hVOxS7XWXlmlGcOZ3PzTfNw2538drf1gN6pM66n0/zxFMVdek817Rzl3gee6I9Fy6U0617Ao89vIK9e/TrWL26HjHkuUYeD5UaNYLYsv1+vvxcLzxVbndVEky6dI3npzWjePvNTcydc4CXXunMrBn7SE0t8raJSwghPaUIKaGkxIXJRxkIDvbj4N4spAbBNitxCSEEWcwc3ZeLCaWSGaz0ScLx/C3A3Z/+Wk9D0T1KNOkWT7yiiHCLKe723vQc39QeeWnVoGqUSSXhwb3hN3m/XkIuuVQwyeWO9qTg+F4YdyeV03Mu3aeUFY8qHVQcJn7tRCokrIqjK5/TZWNeqgbIVGmoRw1VGfsy6lLVdtJnJhJJSYkurpSXq+zenuntH+CX1efYuObsRf2oPq99t/vbFEpL1YvmEBUdgAuN2Go2UlIKKCrQI8wCg8woFoGqSaQqcbkkXbrHUzMhBItZ4Yclx4iKstGjT22qVQuies0gunZLYMmiI8TFhzBgcH1yc0qJrRZUabySEgenTlwgPiFUr05V7iI42I9DB7OpWy8ci8XkrTgmpSQ3pwwpJVHRNq9wWFLiwGazGBE6BgbXAG3a/PFjFhXBnDkQE/PHj/178WeOkBECTCb44Qd4+ukrM4crcd8ZGPyv+cuJJlLKpzyvhRAN0AWUNu7n1uhRKN4mQCTwsPtxKWYBj/xPJvsnJCDAQvXqQdjt+gLCbnfRqnUMe3ZnYbUK/PwsmM2C4mInmiapXj2Is2lP89H4JG6+8TvKy1UQkJNd4u3T39/M0Jsb88Zr65nw4TYeerQtTZpEsXrlScwWBZdT45OJ2/j0k+2EhfmzZsNoQkMDvMfv3JFG7z51AD0t5I7hC3H5lAB+/Mn2DLu5MTOm72X8+4m4XO5vqTWYPm0PH348gFq1Q9idnMG3M/fRtWsCL734M1KDF17qxLv/3Ey37gk8+UxHRt62iCmTkr3+GKp7HRUZFcCdo5qTnVXCmNFL8Q8wM33mTQy+oWFFJZ2h89ixLY07RzWnZ6/aAMyedwtbt6Ry0w3foaqSZ567npuGNWLNqpMIBb74bAexsYGUlDh5+olVLF95J5u33suPy47jUjW2bk3FajUhpb44BF0Q8KQHVUVRBK+/1aPi2jz6k/d1enox9eqFkZZWjJQSq9WE06nRr389IiICePmVLrRpU41vZuxl9cqT1K0XTsfr43jhpc5sWH+Gj8YnoaqSaZOTvaWdPaSeK0SpsvL1aA99B9Vl3tcHASgvdXH2eD5+JgXh/qNbmuqLWIGC8PHm0CqJKPprCT4VfjxuJz7jarqAVLFm9Fn8XxS94fO+6r7LhlNUOclK/f3KQvVyviaVBvktg/n4n/xK66rnX6knefkjqwbVKEJP07nUTC71/tf2/eqAl+A3aVT/QX+Xo7xUu+T2TPfPsdycyvd7YfHFwYtrV5+p9D4jo4QDB7J/ddw+/WpRVOzkyKEcVJdGSYn+71p1p5hB1SgpqFMnjKE3N+TH5ScqCb6KAmHh/uTlltO0WSRjH25LUYGdrUnnadkqltmz9lNQaCcszB9/PzOffDGQJk2j+WXTOQ4dzCY1pYD1687QtGkUNeNCKSwsp//A+tStG0ba+SI6XB+H06Gyc0caP604wYt/60z+BTt164bx3DOrCQnx58OP++Fyafj76ybC+/ZmEhRspW7dcLIyS/jk42306lOHPn31n+d792SwNek8d45qTkiIn/dcVFWjuNhBaGhFhJ4vTqfKz2tO06JFDHHxv7lgHgDbtp7/j9obGFxJdu3648dctkw3gf0ziya33HKlZ/DfERsLa9fCmDEQFvbHj38l7jsDg/81fznRxBcp5XH06JH5nm1CiHgqCyltgJqXOtz9fBcwUghxWkrZ8H874/8eIcRqfNKSgHullDN+j75zckrJyyvjjlHN+XH5MaKibbzzbm/Gvb+FkBArf3+zO39/ZQN2u+Thx9pRLTaQMfe3AiArs6TiF3sJp05cuKj/JYuPArBsyVEWzDtEbm6ZN9ohK6sURREUFNhJ3pXOgiUjePXltRw7lkdubhlj7/uBevUjePLpDjRpGsX+fVlYLAo2m4WxD7XBYjExanRzxr+fWGlMP38zLz63hh49a7F+3RlUVUN1aSDBpaqsWXOaDZvvoVnzGA4eyHIvUCSaphubqqq+mLqQV87B/dmkpVWUYpZSeL/1VRTBkmV3cPhQNg+P/ZFu3RNo2CiSLz7byfMvdiIszJ/CAju3jmjCR+O3Yrer3uuVnl6M2axw4ngeW7ek8sbfN3D0SC4msx4v4RGBqlUPJCuzBD8/E598PuiSn+Hx43k8eN8y2rWvwdvv9qRevTD27sny7k9PL2bTljGkpxfTsGEEe/dkUjMuhPT/Y++846Oo1j/8nJkt6QnpoSb0EnqL9K6gVJEicFEEUREVsVcQvXpFRaUIYkEQUenSe++9t0BCDRBCSM+2Ob8/ZrNJSFDv/aEozsMnbHbmnDlnZifJnu++7/e9lMH+/VeoUDGYH356kDNnUomJCUJRBBXLjefGjVxiYoKIj0/l6tWcYse+OWBAEboIt3T+yQL2HxLNKbE7NcxuTxPVLYQoBcSRvIgAxR0z4ikmIwss5t0eJULoCTx5qSuK6o5IkIXjS/QJFvAmKW5FfnOuTJ6iU2B/XhnlQn0KdS5m1X7LdJm8fTdLFQUaKdy0L/9ABSNP8qJLbl+AQcFz0b+/VVpPgQwibqXHSHTvm5uv5381DU83cZNU9uvt/6qscUfDFOTm87r5mick3OBTtz9SQTQNrqfoBtlHj6QwYvhKz76lS+I936fd0P2O7m07s4ggA3DubLrn+7mzjwMSk0kvWe1yah6T6HVrEkhLs1GhQglOn05FKIKgICuff7qT2nUieO2NZgzotwABbN8zmDFvb2D+vONMmrCbyykjURRBh7bf43JK9u29zOSp97vPQ9K08TecOJ7ChMmd6Ne/Jjfz1uvr+earfVitKmfOP4vJ9PtMhw8fukrnjkXLsxsYGOjcuAE//6wv2g3uHCYTOJ26cPLgg3d6NgYGdwf/aNGkOKSU54HzwC9524QQoejiSUEhpTz5b61VoMKfO9P/HiHEQAoLJreVC+fTGfzoIuYt7MXllBcAvVLMieMpOJ0aV69k0bxFWdLTbTw3ojFh4fk+AG+NbkmlyiEcOniFxb+cYsQLcZ59Ukrmzj5G7z412L3rEk8/24gD+68w/rOdPPd8Y775aj+JCanE1gyjUuUQmjYrg8Wi8uobzakUPZ51axIBXcT4fNxOcnMdfDezK15eZmJjwzxVcsqVCyKuSSk2b9SNX194+R5++uEISUmZ7N932VMNJzvbgZ+fhWvXstm+9QLtWs9AapJX32jOfz5qy3PDVwDgcGjUqRPB4cPJVKseSq06EdSoGUaz5mVACNp10D8ttdmczPn5KNVrhDN1yh727b3Mgf1X8Pe3kJZm4z/vb+HT8ffy0X+2MmTQYk6euFZooVK3XiRWLxMHD1xhYP8FmM36AsDlzG9ksSj07lODz8btJCfHSWLCDSpWCgb0hcCHH2yl/79qsmrFGfbsTmLf3iS+mrq30DEURfDcyDjCwn2pUlUPyNq54xLtWs1A0zQUVUEgef2tFtSqHUHFisEsnH+c5ORsAHz8zJjNirsykSAoyAubTSMry47mkkRHB5B2w0ZOjpO+/WuyY/MFEk6mYs9yoegxJG5D17z0mTz/Cv0HsGAGi1pAmJCF+ugyiBCCPEsVKYsWKZbuwAEh3C4ZsoBx7K0W1TfrFoU0EFG8+Uih4xTJ6Smmza+t6W86eCH9pKDKI4oVRm5pBFvsGEXLOt9iFjdN5jf6FJe3kxcxgfjdqTn/xdB3hOJuhb8jBe8VVQWTScXp0jwGyqoqPKKtzab7FAUEWslIt6OoApdLI9fmwtvHjK+PmTOnU5FScmD/Fa5cyXKn00F2lp16DaJYuOAE0TFBmM0KUkJgoBc3UnOJjMr/W5Kd7eDE8RSkhA3rEosVTex2PerO6ZLIX7/hC6Gqf8GbycDgL8T8+WC3g9X6220N/lhCQ2H2bOjSBczmOz0bA4O/P4Zo8juQUl5Dr6rj+ehNCOFPfkpPnpjyl0UIEQ584n6aBdx250IhBCHBeji0pklychykp9to1aYcLqdk8OP1iCrpX2xfHx/d5BXg0/G6l4nTqbF61Rn69Z6Lw6G/sX3tzaZ8PHYbpUr5c/LM05hMCtOnHcRiUQkJ8eHb6V0BPXLl0qV0/PwspKbqn55KCZmZupnpmlWJfDr+Xn5ZcIK0NBs1YsNY9Mspj2ACMHhIPfr2q8myxad46411nu1bt14g7YbNY5jpckqcTo3Rb20AcL+h12jZOpqFi3tz44aNNavOkJPtICTUh3m/9C507h9+sJXxn+qf/M74oRtLl8TTqHFJatYMZ8oXe4mLK8WAh+fjsOvlhQMDvcjKsvPU8IZcuZxJrdoRNI4rxb1tv3cvUCQtW5WjefMyjB27Dc2lERTkzfjPdqIoAkUVXC2Q/vTEkCUcPHCF1avOsGBRb+bNOUZ2toOsrMIpBKPGtGTUmxv4ZOx2Tpx5mhIlvLh4MQOJ1CvgCEmuzcUbr67DbFZ45fVmjBm10dO/TJlAjhzS0w2qVgujVOkAvp7WmWvXclCEpE7VL933gomVi+O5cjkLFUFouA9eZhMpV7IJDfEh7aoN1V0WWF8zFym6W0i3yIsyyW8jPZEl+qKs4MflosCDHjGkR18Ij7FpgWEKNuXm3R5u2lcoEuBXF/15CUVFNt90/FuoMYVEk8JiTGFvk9+7aHRf7UKRLf8bBV+f/FkUM4/i0qBuA7eMMslv8F+P9d8IIX+GYBIe7kNYuC9HDicTEuJN47iSIARLF+dHjfj6mgkM9GLl2v68NHIVK1ee5tXXmpGUlEnSxXS8fSyYLQorlp+h78M1qFQ5hJwcB4FBXox9fwsuTdK5axXadyiPr4+Zho1LkXw1C7NFRVUFWzadx9fXQnJyFmazyo7tFxg2vCEBgVZSUnJYOO8EXXtUoVy5QADOnUvDbFZp16E8ffvF4uVlIiTUhxqx4dSIDadrtyqER/jq0WECtu9+jFMnr9OwUUnPOfn5WZj6TWfWrkngjbdaFHtt/v2fNtzTpDR16kV6RPPfQ7XqYaxY05969V/8H18VA4M/l98nht8eUlJg3ry7I8rkS/3tCI8/fmfn8f/BxwfOnYMdO/788sN/5n1nYPBnYYgm/yNSygxgo/vr78B4IBjYDxxGTyu6rYSEeNOmfXmklDRp9DVHj1zz7HtrVHMcDo3yZT/HZFLYuOURIqP8SE+38cG/N1OtWigDBtb2tL94IZ2a1SYX8h4B+OyTnWRlOTCZFAY/Xo+GjUpy/XoODofmKQmbkpJD3VpTcNg1PvmsPfHxqaxbk8iRI8ng1D8tbNg4ik8/2c77727C4ZA0vqcUu3dd8ozj42MiMMhKyVL+VBrRmMWLTrJ920UiInx57a3mjP1gKw0bRWGzuQiP8GXJL6c8ERUvvdKEho1L0bpNNEIIej84m317LxMe4cusnx+kVu3C7yiCAq0IoYstTZuXJfGCx3aHDvdW4P77ZnkEk4hIPxYu6UOZMgH4+Vno3HEWc2cfw9fXTI3YMA4evIrdrrFvbxLXrmUzeeoDCAGPDliIlFAuOoA6dSPp3EXPJJNScvKE/jr5+1lo1LgUp889w5jRGxj7wTbPPFRVMOqt9Wga5OY6OXLoCgGBVmZOP4jToVG3fgRxcWX4YuJuXC6Jw6Hx3juFfzQ2rE/0hOYfOZzMqZPXWbYknl59arBs0SlPu+xsJ7bsLM/8Uq/moiiCnv2qER7iy3cT9uOSEisqOHXfkrxIk4L6hEJxtiLumBO3TqJJiaLoAopW6FbTewiP9qB5Un1uToeRgiJ+LDcdhmKSj8gzo/01PLsLzk27aV/R1sVslsW0K2Kooj8r5s1OnlBSXDpGsUOKm4WBwudf3GxEwZJG5AlaRab3X/FbQkbefsUdxfLfCB95ffKPVTTlx6QInO4LZrEISpcNpN+jtRj3wVYcTo3gUG9iKpbAZtPw97Nw7Ggymkvj9Xda0KVHFZ57agUXL2Tw+qjmbNl4jq2bL1CjZhgvvtqUoBJeLP7lBHt3J6EqCv96rDZ+fhYmfb6LqtVCebBXdaSUpKXZClXfysqyk3w1m1Kl/QsJBj/O6fk7z1yn/4BaxW4vaE7b6YFKbydpnwAAIABJREFUhfZ17V7F872/v5VnC5h3gx7t9+2Mrp7nvfrUKLS/TNnAQs+Dg71pHFc0e7Znr+r07FX9lnO3Wk2/uv/XqFsv8n/qZ2BwtzN3LrhcYLH8dluDPwd/f92U1yg/bGDw/0f8N6GpBn9PhBBdgIXoy604YBgw0L37tnmaNBBC7r4dBzIwMDAwMPiLImCPlLLBnZ7H7aZBgwZy927jr/jdxJ/1if/VqzBokB5lYrqNH8dO+VI/gaGP/7lrlbsh0gT01/38eRg7FmJj/7xxjUgTg78yQoj/6W/473M/M/jbIoQIACa5n06QUu66k/MxMDAwMDAwMDC4e/jpJ32BfDsFE4P/P0Lo/jKzZ9/pmRgY/P0xfr3d/XyIXv3nAvDGHzmQvWYdrq7aTJUKE3C5JLE1wzh5IgW7Xc8nMJkUZv3Ug737LjNz+kFyc11UqRZM3341ua9jRUJDfYoc8+iRZEa9uZ6ISD+6dq/CsCeWkHQpq1AbIaBXn+p8+XVnPcTfzawfDjH8yeU4nS5P6oWfv4WH+8Xy5eS9hY5RqVIwew4W/5HChx9s4d3RmwB4/oU4Ro1pBcCxo8l07/wTDqfGl18/QNt25QG9nOXDveZx6mQKGZl2bqTmMuGLjpQqHUBMTFChEPPExBvc2/Z7AvytrFw3gBIlvJg/7zhjRm2gS7cqfD5upydFycfHjJSSXn1qMH5SfvWbkydSeHb4crZsOu+5HlLCK6835fGh9QkN86FTh5ls3nQeVRWsXDuAho1KsnvXJdq3nuH2I4Fq1UMZNaYVTwxeTEamnf+MbYeUkn+/uxlNk9xIzUVKPY2ofoOS7Nl9iUqVg2navAxTJ+8rlLpxX8cKOF0aq1cmeOZk9VL54sv7ada8HOlpuVSqHMLnn+1g7PtbSUuzYTYrXE19gU3rzzH/52MkX81i3YpEhEtPi1FRUBGYhYIqBSYpUFExS4EJBZNUsKBgkQpmBF5SxYqClxRYEVgBb0XgrbjwskisZgc+3g68rA68rHasVhvePg6sXrlYvWxYrHas3g5Ucy5WHxcW3xxMXnZM3nZM3k4ULxuqjx3Fy4HwcSK8HWB1IX00pFWieYFmAWkRaCaQZvejqoHiKlpZRwM0BaRAOBUUl0A4JcIhEU5QHBLhAMUO2EHYFIRDAZsCdhXsJqRdRdpNaDYVzW7yfLncX5rDhDPvucOE067icppxOlRcThMOu/7ocppwOlScThNOhwmHU0XTVBx2FafLhNOp4HKpOBwqLk3B6VJwaQp2u4ImFZwugd2pp0I5NIFUBJoKVTpF0eadmmydnIDZW6HdK9Ww+Jgwe6loLg3NJTG5S2QLI5bY4K+KcW8aGHhISoLlyyHSyFz7SxIWBjt3wtmzUK7cnZ6NgcHfF0M0uYsRQrQA8pSA4W4flj8Mi0UlPMKXL79+gHlzjjNqTEuSk7P5fsZB5s0+htVqov/D87HZXJ4+V69msWPbJVq0PFbEIBWgeo0wfp73EDu2X2T4U8s8gokQuojg7WPmWnI2WzZfKLLI+nzcDk+VBEXRF/S2XCdZmXZPFZe8Y73wyj23PK/efWvw86wjhIb58PJrTT3bf/7xKJcuZQLw+KDFnD73DABms8rs+Q+xf18SrZtPBySj3lxPm3blmfBF4VK/69cmcj0lh9Truezbm0SbtjF071GV7j2q0rr5dx7BJDzCl0VL+3D8WAod76/o6X/wwBU2bTzHzu0X9XbhPqSm5uLlZeKj/2xj5fLTxDUpTfyp64DuTVKzVjgADRqWZPSYVowZvRGbzcXRI9cY/dYGbtywoWmSF59fRfkKJUg4/ywpKdk0rDuVa8l6ueBzZ9P0qhbZTmZMOwgUDsNsfE9pPv043xNFSqhWLYySUf5Uih4PQO06ERzYf8XTxmHXqFXlCy5fyPJoCYoUmNzPRIFjaW6zC90oVTeCVQUI6S5Ni+Lxm8ivuAOaxF01R+olhwuYs+bfPu5+Gkg0hAoI7Sazi6KGsJ7viwtH/bU11i18OwqZwP6qd+wtSs7ctLnoOq+gA4zbGFfohr4gEYrLbRwMqqagaS5Uk0AqEqnqpiX+lf3wjgzGEmSh3kuN8C2l+0tLTaKotw5k7Dm+RJFtiqqgqHlzNRalBgYGBn8HZs3S/74YUSZ/TRRFr242Zw6MHHmnZ2Ng8PfF+BV3lyKE8AKmoi+d5kspF9ym466/1b6qVWvxyour6dmrGrNm64Xhq1SFZs3LsnPbRRITb6Bp+mJVCOExBdU0jSOHk+n70FwmTO5ESIh3oeOeO5tG546zcDqdgL7w/2hce6ZPO0jjuFKsWnmGVwqIGXm8PboVTz6+BG8fEw0almTBvBO4XBp9Ho7lkcfq0r71DPc5QXaWs0j/rZvPM2nCLvr/qxZh4b4EBFoLLeb69ovlm6/2kZqaS5dulQv13bXzEu1bT0fT9HK/SUlZzJp5mCeHNShkBNu1e1UWLTxJYJCVZs3LerYfPnSVA/sve56npGQTGOjFvR0rcF+770lKymT+wt60az2d3Jx8ESoj047TqWG1qmRk2Nm39zKHDl6l/4CaJCam8dzIOLy88n/snxnRmPb3lmfi57uYP+8YlSoFc+yoXuFGSr2MtJSSLZvOk3bDhqJAw0Yl+XTCfSxfcoqPPtxeSAT7elpnqlUPo3KVEN5/d5Pn9XK59PKjYz/c6mlbUDDJ49KFTHfOoH6dpfuff6CVNu2i2bD8LI4sXUjK+1+6e+RVyckzbNXQRRRRaB8oQujCSwEdJN+41C04SF0sEOSJDXkSRsF6L9wkkBSz0M8zYRW3KRNS3jRKwRMoOObNQk4hS1wXQih6BRJFIhQNk0XgEALVqhDYoCYhXVrjvJSKb2w0qtmMyb/wz+RvIYzSrAYGBgZ3PRcuwOrVULLkb7c1uHNERsLatdC//91R3cjA4E5giCZ3L28DlYEMYPifMeDp+OtMmrCbLybu5vOJHRn4aH41HC9vE6qqEB0dQFyT0sz+6Sgulwv/AAsDH6nNl5P3sHTJKWKrTGLl2v5Mn3aQPXuSkJok7p7SKIrAbDYx6t3mNG9eljYtpuNySa5cyeJ4/LAic9m+7QKTv9jDa282Z+P6syyYdwLQxRqTWWXcR9soFx3ApYuZVK0WStduVYocY8igRZw/n86WzefJyLCjKIKtW87Tpm0MAJWrhHD20nM4HK4iZSsTE254UoLy0pM0TTKw/wKmftOZBg31dxglSngxd2GvImMvWnjSXT4YIqN8adM2hqiSfuzelcSRw8m4XJKVK06j3PSJfE62Lv5ERPjRsnU0K5bFk5np4MiRa6xapxdM+mHmIRRF0LtPDYQQVKsexoTJnUhJyWHBfP06WawKvfvUoHqNcIY/uZTp3x3yjJGV5eByUibDnmnEhx9sw2JVCQ/3pWfPavTsVR0hBDk5DqKi/Dl7Ng2XSxfK9u65jKb9uitYWLgPqak5lCkVwPWUHLLT9bLHmWl2lsyNRwFMUs9rcdfBQQPMFJQ19GuigjvaRHhEkzwBJd+lzPMfBTaQF3khyS8Do0dgoKtJeeKFUrC7vLmGboHDyf8ppN8TVVIggkUq+dskIBSpR8IIRX9UFITqRKggrGaES0O1KhAaiqVSC9SYepjLVUFIDcXqdYuRgYpl/uv5GhgYGBj8dZgy5Y89/syZehSD+vsrd/8taN78Ts/g9pL3+sybB08++ceP90ffdwYGdwJDNLkLEULUAV5wP31dSnnxdh1bStnqVvtMamnP8nH3rkuFRJMlK/qxY/sFmrcoy969l5k7+xg+Pia+/7EHSxedwuHUkBJycpzMmH6Ib7/e70mt2bf3MmvWD8BudxHXpDTjP93pWXwHB3uxedO5QlEa+/Yk0aHN9wCsXZ1QaI7dulfhmWHLOHUyP12la/cqhIYV9VNp0rQ0P/14lPT0XFRVoXKVYI/YIaVk8qQ95OY6eGxI3SKiSY+eVXliyGJPClBeKsrp+FS6dJrFlK8e4IEulW+ZhhBUwsvjEWKzuXh7dEuEENStF0m3HlW5cD6dPg/HUrpMAEMGLUJRBA6HhqJAcIg38fHXuXgpgw73VWDenOPs3nWJ9HQb27ZeYMTwFQCkXMvBy8tEvwE18fIysWnTOc/4LqfG99MPIRTQXIXndmD/FXp0+Yn3PmhDSKg3nbtU5q3RLbFaVbKzHfj6Wti/9zIXL+Vng+Wdi7e3iZwcp2fb6Hdb8NbremnigEAzJ88Np1O7mezeeQnpkIU0CEF+FEn+tvyyrwWTTfL24R5XF1BAFgzIEHq5YE0qnmAMKRVPmVsp3SMJJb/8LTK/DnGh4JGbxCBRzJNblc8t9hZwN87zPdGDX/K1HgVQJMIs9TYBVcG7BsKrLKLiwyjqr4ghBgYGBgb/CP7I6i+JibB+PZQu/ceNcaeoVu1Oz+D2ExkJS5ZAr14QEvLHjvV3rzpkYFAcRvWcuwwhhAp8jS6I7QIm/llj53laDHmiHm+PblloX4kSXtzXsSID+y/ggXt/4N6OFfh6Whe6dvqRKV/sQWq6El61Wgihod5UrhKCt7cJRRFUqxZK3fpRXErK4InBS6hUOZhq1UMBOHwomU4dfuDSxfwF+rJl8YXGzlto/vuD1ixccNIjmJjNCqqq0KRp8Z+oly0XiBDgcEg0CWM/bk9AgBWAdWsTGfXmeka/tYEykZ8yaULhokSqqvD0M40wmRRKlfZnw5ZH6OKOZsnMdNC/73xeeWnNLa/lgIG1aNGqHCaTIDfHyYsjV9G6+XecOpnC1G86s2xVP8LCfdix/SL3dqzgmZeU0KZNjO5FoQguXEinRAkvRoyMY9mSeJ4ZthynU8Nmd/Lay2sY8cwKIoI/YvhTS5n4RSfu61ieMmX8cbnc3iEFBJOatcJ1HxDA6ZSMGbWJs4lpTPtmP4kJN+jW+UeiQj/hnbfXc/hIMt5eJiwWhYAAC5oGzz7fyPN6CAFt28XQqnV5z/Fzc1189vF2cnOcCAmBQVZUi0JAkNUTPaIhkeSl2+j/NCEpEeHtDsbI++d+7QuoJCq4g0Hyo0cU3EIJii5TCN0BRWp4bmjN5RYsCr5AeZEfssD33PRYMNKkoHDyayh6I6mAVAVSNSMCpyAChkLA/VBmBkrVbZjrn8J0z0nU5sdRWh1BiZuNUnsUSpVBhmBiYGBgYPCHM2MGmM143hcY/LUxmfS3NfPn3+mZGBj8PTEiTe4+RgL1ACfwuJRS+zMHr1Q5GB9vM/37zmPilPupUCHf8PHY0WRWrTiDlLBx/VnKlAks1PehXjW4fDmTD9/fSnCwF5WrhHBg/xWOHk1m2jf7eG74SgB+nHUYk6nwX+lWzb4jqIQXSUkZpN2wYTYL/AOszFnQiykTd+Pnb2Xw0Pp8MWkP58+l4+dn4oOx7Xjwoer4+lqKPZdOD1Rmyhd7cLokLVuWpV6DKM++ctFBIPCk4KxYfpq27WKIP3Wd+zpVRFUVRo1pSWCQlY8/3MYTQxYzfWY3Skd8QmamAylh8qTd9OkbS916RS3n/fws/DSnJ88OW4bDqbFg3gk0TfLZuB1MnNyJPj3nsmd3EunpuUgpadUmhgP7LtOlexWuX8uhS7fK1KgRzntjNiGEoEWrcvTqMbuQ/0geUsJ33x5k9s9HsdtcKIpCsxZl2LzxPLE1wzh8SPc4ycy0FzJ79fE1kZlpJzPTwasvr2HDurMAfPLRdkwmxZOWZLfbAdi88TxSgsWqMvLFe3jx5SakpeV6juewaYx6fQMCsJpVcnNd/LzoIfrcO0efZ17ajSrAla8/KFJw/UoOZk8cSmEto+CjLrbk/Ui4LWOFy20lC1ITuqijeJogFM1jNusRPzQKqyiC/DAWz8TIT9+RUt+vuSNccKfSFDgkSkkElfFW38ZkikQIa4EBWhd53QwMDAwMDH6NL7/UH2/3J/+nT8PWrXdnlAnAsWP6490WcRIRAQsXQo8eEBz8x43zR913BgZ3EkM0uYsQQlQERrmfjpNS7v8zx68RG8bchb2oXX0yUsKLI1Zy4kQKtWtH8P2PPfDxNWOxqDidGiNevIc+fWrw/YyDpN3I5d//aUvJUv4M7Kf71fr6WSgXHciB/VeQEj749xbPOFKCogoUV75oceVKJpcvZ3raOByStBs2Hrj3B977oA0NG5XCy8vEiJFxvPzCajIznYx8bhXXr+fy3PNxxZ5P/QZRXLjyfLH7KlQowfH4p1m25CQrl59h+LONaNl0mqfU74iR9yCEYNzH28nIsPPjD0dYuvgU93WqyJyf9b/GUoP3xmxkzvyiniagVwea+m0Xmt/zLVJKvLxMPNy/JmfPprF2TYIn9Qf0KjwA077ej6bp5Z37DahFWJgvfv4W6taLpFLlYI8AUhz5Zrgu7r23Ij/81IOK5SZ49p8/l4afn4WMDF0EuXolG5NJN3mVUnpeC8j3cclDUWDf3iQeGVSHBo1K0qt3DVRVITjYx5Oyo+S7seJwaDgcGg91/NkthehpOKUj/UlOytZLD3srhAX6ciMpt1Dmy80+qHn6Rp4RLOCJRREId+qQu5pOnumru5NeTSa/faEQkpujSUSBkTXACcIECIlQ9FQgRVhQ1Di8vMciRKC7m2GaamBgYGBw+xk6VH+83YvX774Di+XujTLZpPvY33Wiidmsv2+eNw8GD/7jxvmj7jsDgzvJXfrr7h9LP8AbfRnnFEK8UdwXUKtAn84F9jX6/wxusagkFfCxOHs2jfPn0lm86BRd7p9FVJQ/O/cNYf3mgTz7XGM2bjiHxaJiMqnMmnmYLZvPu1M3BPXqR7Fi2WlMJkFEpC/paTbPcYWAIY/XY8uOR4mI9CUy0pcx/25NZJQfISF6aoKi6Iv57GwnI55ZSbO4b3lm2DJ6961B5y6VMZkUhNANYz/5aJuntO9/Q4kSXjzcvxbTvu9GhUrBFFyqZ2baaVz/KzLSbYW2lYsO4lzSs5Qooc/z5PEUQPeA+XrqPrKzHYXGkFJy9EgyQgiatSjDe+9solf32XR6oJIn2qbgmltRFBRFULp0AI0al+LoqafYuXcwmiaJj9fTkkqV9qdjpwpERBT1ccljwMBa+PhYKFHCC1UVmEyCgAArY/7dGqtVRVH0QXv1rcFX0zqzbk2ip6/JVNjfJTjYipR6Ss/KFWd4uF9Ntm09T/fOP7FmdQLBId4IAXFNS+nnDB6fknwXVIgs6Ufvx2IxqwIFsOW4KFXO32P74ULiQuIsWAdH6McqaBCbH4+S1yr/GuZVysmLNPFElxQUSKQo8Jsz33BEugAbCLtAOASKFoMSMQtz5Cq8o07gF34Cv+BD+PhPRVGC9Oo1hmBiYGBgYPA34vhx2LXLqMLydyUv2uTatTs9EwODvxdGpMndRcEP21/9nX16uL8AMoGd/+vg58+lc2/bmaiqwGxWeHNUC0Y+u5Jr17LZse0ihw5eZcG843w//SDPvxDHmNGbsNmcqKpCQICVp4c3JCfbwT1Ny3AuMQ1FEfj5e3HkxJNUqzQJm92Fl1XFP8CL2FrhLF4UT/LVbMxmhWbNy9KlWxUa1JmKySR4oHMlzp5NY9/e/LK227ddwN/fyrTvu3Hq1HXmzz3Gxx9uY92aRKKjg+jR89YfKZw8kcJ772ziwYeqebxJChIU5MXGrY9wOv46He6rwJ7dSZw5neqJvvD2NtEorhQ+PmamfXOA72Z244uJu3n2ucZkZtrp1OEHpJTEn0rh/Q/beY4rhGD2/IdYtiSeuHtK8eTjS9A0yeNP1ueZ5xrz06zD1KodgZQQHu6DUATt2pdn/rxjfPzhVl54uQne3mY+G7fDU5q4QYMoZszqwdQpe3hp5GpiY8M4dCiZUqX8sNtdRJX0RygCi0Vl94EhJCbcYNnSeKpVD6VJkzKsXZPAkkWnsFgU0m/YeHzQokJpO8HBVpKTczwlpW/csHsiVM6fS6NZ3Lekp+WSmJjGmtUJWK0qUsLu3UlExwSQmJDuuZGr1QrjzdEtmfHlAdYuS2DKp7vxD7KSmaJHu+TYnEUCPlR3xEqe/4nJnVqTl7iTJ6bogSF6lIzHABZR6FzI2y4VdxsFqaloDoFiUpBOFS3bhbBEoPiUhqqPICKaoIi7rJSAgYGBgcE/Hinh22/By+t/Kghn8BfAbAaXC+bMgSeeuNOzMTD4+2CIJga3jevXc/A2g8slUVVJVKQfK9f1p2fX2USXD6JmrXA6tp9Jbq6TTz/Zgc3mREpwuTSaNC1No3pfYbGovPZGc6JK+hEZ6cu772yiX+/5bNg8kL17LjPliz1s2niOp59YRv0GkUgpCQyyUqt2BKPfXq97cqiCNm1jePnFNZ6qLeHhPvR9OJbYKpM4dy6dqCg/fpzTk08+2o7UJJUq/3py54sjV7FuTSKLfjlJSvqLxUYIVK4SglAEZ87coH6DKPr2i2XnjoucP5dOZKQf/QfUZPhTy5ASJnzRkZ/m9AQgN9eJt7eJ3Fwn4eG+RY7bpm0MbdrGkJvrpEXLw6Sk5NClaxUio/yo3yAKKSWqqpCQcIOpk/dwPSWHJx9fgpRw+nQq02Z0Iy6uFKoKvr5Wxn/REYAhQ+vTuWtlqlWchKbpKSRpaXauX09m5oyDPP1MI9LTbHTp9COpqbr3SECAhVk/P8gvC07icknS0nILiQzt2sfQ/t4KvP3GOqR0oSgCp1NSukwAiiI4eiSZ48eu0W9ALN9+fQCAEsHeXL6UiSPXRWJCOgBms4rLpTFoaF2uJmWyeonuhWPLcuHIzEVFEBLiTYeeFZmybxcSiYkCVXDQI0vc1YFxb/ak6miaXh3H4/jjjnCSmjs6RQOXU0VanEiXgqYpuJwmFIdEePliimmBuVlnlMjyKKr5t384DAwMDAwM/uYcPgwHDkDZsr/d1uCvS1QULFoE3bsbEUMGBr8XIz3nLkJKOUpKKX7rC/iuQLdHC+z79P8zfl4ZYAB/fysWq0rzuG85cyaVmJggLBaVN0e1oGLFEiQnZ3sW21LChM934XJJ7HYX8fHXEUIwaeJukpOzWbH8NNk5Trp0q0K3HlURAtq0iyYz04HJpBAR4YfJpLBw/kkAQkO9ad4qGinB6qUybvy9nEoczjujNnLunL4oT0rK5OSJaxw7NYyjp4ZRs9av/9W4r2MFhIDKVYKpEzuFr77cW6TN/n2Xadr4G5o2/oYD+6/w+cSOzFvYm+xsB/Hx11m9KgG7Q8NmczHtmwOefl5eJnbvH8IvS/sSXT6IieN3esotA1y9ksWH72/h8KGrzFnQi3WbBhIZ5Ufy1SwqxYynTOSnnDh+jYe6/8yEz3fxxJAlnmubkpIDQLXqYYAgI8PGw73nId0Nhg5e4okIOX8unbAwH8xmhaSkTEpHjGPggAUewQR0r5LTp1OxWlUsFoUBA2sz8sU4fHzMmM0Kqam5dHqgIhaLCW8fM1O+eoDHhtRhxg/dmbugFy1bR1MjNoxLlzJ5+tmGlC4TwIcftcNszv9VFBBg4bMp93El80U2rErkhWErPeeT5xoigY69K7FkxglAT7nJE0ryIkp041etkL9JXjtF0f1KEAIh9AQfKQUul4rmEiDNaC6V3BwvLLH18OnQnYh3Pif8ox8JGTUDv94vYCpVxRBMDAwMDAz+EUgJX38Nvr5GlMnfHZP7I/Mffriz8zAw+DthRJoY3Da8vU3kFSapWSuc119ZS2am7tGxYN5xnns+juHPNmL4s414augSli2N50ZqLi6XJCvLQXiEL0OfrEez5vpHGPXqR3HieApeXiaio3XTzCFD6xFTPojeD86hbLkA3nmvFd26VwXgswn3MfaDrTwxrAHLlpxi1JiWlCkTwANdKiOEoFWbaNasSvDMd/EvJ+ndN/Z3nduTwxoy8NE6NI/7loQzNxgzeiODH69XqE1qaq7njcT16zksWniC777d7xGT+g2oybo1CVy9ms35c2mF+oaF+5KSkkPnjkuQUmKxmBgyVD/+8GHLWLn8NJ98vJ3L10Z6+hw5kkxmhh1Nk+zYfpHwcF9OnriOogj6DYhl9s/HOHkihSuXMxn30TaPOLJ543k6dpjJrh0XPb4oqioYP6kj/QbUxG530aDOVNLTbezemQRAYKCF3g/HUr58CQY+WpuAACsZGXbS022M/c92QH8T5XS6WLHsNHXrRdKjZ1VCQ31YuiQek1ll7MftuXQxnZMndG+VVSvOIIRk0oRdTPu+KyuXn6Z27UgGPV7X45ly7PA1nJpGRJQvaVfseiQIuqfJj18cwipNmArIIi40QPVUuzG5SwkXJC+VR9PApQlcLoHdrqIoKkIBc42aRLUtg1/VkpSoGf277g8DAwMDA4O7mT17dD8TI8rk7iAqClat0ivplCt3p2djYPDXxxBNDG4bOTlOfN1VUtevO4vJpODnbyEn28H167kM7L+AdZsGAjBpyv2sWBbP88+txNvLRHz8dUY835hhz+hetOfOpTFvzlFUVdCtRxW+nrqPnBwnw59txLo1CbhcGufOptO5SxVKlQ4AoHWbaFq3iea9MRsZ+8FWNA3eHt2CubOP0aNnNeYt7EVmpp2a1b7gekouy5ed5vy5NMqUDSz2fApiszkZ9eZ6vH1MeHubeHxovSJtZs44iNQkg4bUo1q1UGrXmILDoUeMmEwK9RtEeaI2gkO9i/QPDvbGbFaw211ExwR5tleuHMKa1QmULRtAbq4Ti0U3Ym3WvCyPPlaHtDQbDz5Ujb79Yvngvc2ER/gSHOzN7J+OkXo9l107L1G/YUm+m3bA47GydfMFAM/8zGaVwEArfXrOZfky3b/EalUJDvHm6pUsXni5Kc+OaOyZU57/S+f7Znm2qarg4IGrvPj8KqSETRvP4udnIT3dzpRJeyhTxt8jmIAe7eF0wq6dlxgyaDFnLz2L1Vr4V9K3P3dj+tT9KAi+nbAfRQgatSjJgW2XUR0KGhInYHJLI4o7DiXf6lW6K+/keZwIHBqYXQJsFAbHAAAgAElEQVSbUDH7qKiRAcQ+Vpkq/aph9i++/LSBgYGBgcE/FU3To0z8/Y0ok7sFVdUjTqZNg7ffvtOzMTD462OIJgZ/GE6nRpdulTmbkMbuXZcoX75Eof3vjNrI+XPp+PqZSc182eMTcuVyJo8MWIDNpq/wf/zhCD/+cESvaCIkX07ei6aB2SLo3GkWK9f0JyLSz3PckBAfjzgw+u2NAKSm5jBkaH38/a28825rhj+1DLvdxcIFJ/Dzt5B0KZPnX4grsmjP45cFJ5n2zX5yc3WfjmvutBeAhIQbeHuZmP3TUaSE40eTCQzywmJVcDhctOtQnqeeboi/v5VuPaoyf+5xBj1W19P/1KnrPNJ/AdVrhPHooDqULO1H+w7l86/Te63o2y+WhIQblAz7hHLlAtm+5zGsVhMfjG1XaJ5vjmoJ6JV67ut4EpNZoW37GLy9zaRn2Bjz9kYcDg0ppSfyBMClaVy6lMnqVbp3yNEjuq26xaJwKmE4oWHFV9oZ/V4r+vWeh7+/lfjTKflpNALadyjPyhVnAKhUKZhPPtpRqK/TmT++osILI1aiCoWatcO5p0lp3h+9mQ2rE7FnuzChG6tqUhLbIJxzp9IIC/Mh4cAN3YtE6vuUAhmHAnAisaBHluQCVl9BZJVguk6oR9m4sGLPycDAwMDA4G5A3hxq+T+yfTskJPxzokz+KaVyIyL01/boUahe/fYd93bddwYGfyUM0cTgthIW7kP16mEcOZLMteRsli2O52TC0xw/dg2TSaX5Pd/SqHEpPhrXnuHPNeKVF9cwaHCdQsaq99/3Q6GIhDykBsuXnsZm06MjbLkuLl3MYOuWC3R/sKqn3dAn67Nh/Vk2rk8kI0NPDxr38XY+fH8rTZqVYfXKeM8v9FMnU5g18whSSkJDfTwpMTdTp24EqioQQo+oqFMnEoB1axPp9eBsTKrCS680YeWKMwx/thEvv7CazAwHQuhpS23bxQB6qeQRI+OIrRnuOfb0bw9w6OBVDh+6iqIITCaFeztWokIFXWQSQlC9Rhg/fH8Ip1P3FJk6ZS9PP3PrCtF+fham/9C90LanhjWkRAlvrqdkk5lhJ+lSBpevZFG9ehhfTNzNW6+v41+P1mbm9IPYbC6khJatom8pmICeQnUsfhiXL2fS96E57Nl9GUWBh3pXZ/LUB5jz81FWrjjDW6Nb8PHYbUz7+kCh/sHBXrw1uiVjRm1k+jcHURAoin6dFZdAyDwfEomCQEXw9cf7UBGkXsrBrKoIFx6xxJN6Q17dbTCVNtPl6er4BFho8mgMZqtR2cbAwMDAwOD34HTC1KkQFGREmdxtKAr4+MCUKTBunP7cwMCgeAzR5B+IlPIR4JHbfVxFgeHPNGLQkLp8MnYb8+Yc45kRjbFaTUTHBFGt4iQyM+0cPnSVkS/eQ5++sfS5yVNESkl2ltPz3M/PjMmkEBbuy9nENAIDvQqMJ3A6NaLLBxU6hhCCWT8/yN49SbRpMR0pJZcuZqJpkvlzjxdq6+trxmJVseU6qVY99JbnVqlyCMtX92f6tAN0eqASbdvpkSDnzqaBBJvNhcmssn7zQPr0nMuypfHu84HmLfRk0RHPLOebr/ZjMils2/UYFSsFczr+Oj16VuX7GQe5nqKX6fX2UQkJKZq+88xzjRn/2U6khMW/nPpV0STvWu7cfpHyFUoQFu6LogiqVw+jdYvv0NxRJq3aRNOqTTSTJuzG5dJYuvgUubm6KFWzVjhnE9PIyLDh72+95TjvjNrAxx9uo0ZsGE2blWHH9gv8suAkDz50hp69qnP1ahZ1akzG5fa2tVgFdps+frPmZRn4aG2eG74if95INBeoikC48rbpCAQuJFZFAQ2cLg1VCKRUQYBNumjTrzyly/rh42smMNib9o9XKrbakYGBgYGBgcGvs2EDJCUZvhd3KyEhcOKEHnHSpMmdno2BwV8XQzQxuG0IIejdtwZd7/+RI4eTqVs3kjp1I+l6/49UqxHqqQhTqXIwkVF+hfpeOJ/O+M934uNj5lpKFooCffrV5ONx7fH1zfeZmDf3GCuWnQb0aj1eXionjl+jXLlAcnOclCzl72lbr34Un0+8j5MnUkhLt7Fvz2UaNIzil4UnuZacjRBQqnQg38/qTo0aYYQVU+63IIMG/sKpk3oVnANH9OL2/QbUZPfuS8z6/jCfjN1G47hSlCrt7yl1/PKrTRj6ZH2WLTnF11P3A+BwaGRk2BgyaBEL5h2nbbsYFi7uQ7vWM5CaZPbchwgK8ioyfniEL+M+v5eZMw7xznutfvP1+OjDbXz0n614e5s5mfA0FotKZqbNI5gAlI8JolXraDZte4Smjb8l6VImVqtKg4ZR7NmdBAg2rDvLA10qM2vmYU6dTOH5F+/Bzy//Ndmw7ixSwuFDyTRpWhqLxYQQUC46iPq1pnLmTGqheeUJJuWiA+n6YFVaNv2O6OhA0tJyGT2mNa+MXI3d5mLI03X5/qtD2LM0FCGoWiOUwEArZcoFsmXRWbLTHUgkVh8ztWpHcGznVdr2jOH16b99bQwMDAwMDO526tfXH/fs+d/622zw1Vf6wvqfxLx5+mOPHnd2Hn8GQkCJEjB5MjRoAJbbYO32/73vDAz+ihiiicFtw+WSrFqVQFqaDbvdxfbtF7i37fc4HBrr1iYy+PG6XLqUgd2u8Uj/Bfj6mfjxh6M0bVYGH18LK5bFoygCi1XFYjHx0itNPILJxQvpLFsazzdf7S80ZniEL40bl6JS9HgcDo3OXSoRd09pHnmsDv7+Vv71SO0i8/x0/H1cvZLF4l9O8tora9E0jTkLehEc4o2q3jo2sU6dSBITblCrQHlik0nh0UF1+OmHIwBERvox9pP29O4bS8lSfpQpo5vMJidnFzpWz+6zCQvzxenUOHr0GrVqR7Bjz2CklDjsLvbsTqJ+g6gicxg0uC6DBtctsr04kpOz0DRJdo4Dp1PDYlE5cTwFk0ngdEleebUJr7zeHIC9e5MICrJy9Wq2npoDREb5ERTkRdPmZYmPv86wJ5aiaRprVycw9dvOVKqsv4saP6kjcQ2+BiAx4QYnE55GCMjMsHP27I1bzu9sYhqP/esXQP+j/fnEjtxzTyls7kiXlUvPkJPtREGgSbh8OZNVe/4FwJQPdzFx9E7KVQji3altqd048nddEwMDAwMDg38Ke/f+//ovWwapqf+8KJNr1+70DP5cAgLg7FlYsgS6d//t9r/F//e+MzD4K2KIJga3DSHAbBbk5jo8ZXY1TWIyKTRvWZaPP+3ATz8e4ZmnliHdKS0AGzec4/kX41i98gzVa4TyznutObD/Mn0fmsvQJ+vz5Rd7OHq06F8wIeDC+Qzeen0dDofu/Lrol1MsX3aac+fTGftx+1vONTzCl7BwHyQSu93FA/fNwsfHxIrV/aldt/ACfOWK0wzoO59GcaXYtX8I0dGF04Hq1Y9i9/4hqKrwVPJpHFcKKSVSSk8EzgfvbebChQwAbqTm0qRpGVq3ieZfj9QCICYmiFOnrtO8yTQEMGNWdzrcW+F3X3+XS+NGai4hoboHyah3WlG1aih160Vx5UoWb7yylqrVQzGbVUoEWxj6ZAMURZCd7eDJIUs9rxno1XW8vU107lKFEiW8WL82AadTv8Z7917mqaFLWbVuAADVqocSFu7DjdRc7u9ciYAAPZVHUQTNW5Rl08ZzqKpC2/bRlCkTyJeTi/41lRLeeWsDISW8sVhUpJQ0uqc0FxLSkS6wWFQefqymp/3Qlxoy9KWGv/vaGBgYGBgYGPx+MjJgxgwID//ttgZ/fyIiYPp0aN1a968xMDAojGH5Y3DbCAn1oXuPajjsmmdbjdgwrme8xOQv72fkiJXYbS5Cw3yJKulHRKSeDqOqghdeasKhY0+wbtNA6tWPYvLEPRw7eo23Xl9XrGDy3PON8XOXh712LYfHBtchqqQvgYFWVFUpImwUR+euVZgz/yFi3J4o2dlOOnaYWaTdnJ+OkpPjZOP6s55yvzdTtlxgoQo++/ZeJiRgLIE+/+HVl9fQr888j2ASEGBBSli2JB5Nk9SIzX9HYsvV/VyEEGRm2JG/YkH+7df7KBX+CaPeWo+UkjYtplMxejwTx+8EwMfHzKDBdalbL5J3R21k8aKTfPzhNo6fHsaJ0097xBVvbxO160SgKIL7O1ekRLAXZrOCJiVpaTacTg1vHzNWL1U3aFUETZuX8cxDCMHOvUP4ZWkfPiwgVA19bDHbtl4gKMiLiZM7UbduFDO+O3jL80lPtXHq5HXKVwzix3k9+XxKR+Yu783ijQ+TmP4cr77T/JZ9DQwMDAwMDG4f8+ZBTg54F7VYM7gL8fICux1mFn0bbGBggBFpYnAbKVMmAC8vE3XrRbLc7TvSsFFJAF5/ZS1z5xxDCEi69jygV4lZMO8ENWLD8POz4OdnIelSBg3qTCU724GPr77o/+H7Q1y9mp/eEhLqxWtvNqNqtVCmTzvAe++3pl6Dkowbfx+pqblcvJBOjdhbl5PNi/4A2LD+LFaLCYtFwW7XyMx0sGTRSe7vXNnT/rmRcfz801GEgPff3czEyZ2KHHPWD4d4csgSmrUoy6KlfdmwLtETmfH1l3sJj9AFFbNZISfH6RZDRJEUnNia4cye15MbqbmYLQohgWNp2LAky1b1KyTWnD17gzGjNpKRYefrL/fRp28NDh64gqZJNm04x7DhjThy+CqrVpyhb79YOj1QkblzjlG/QRRBQV6FjFGFEKzfPJDcXCfe3mY2rE+kR5efMakKr73RjO6df2LL5vP06lOdV15rhq+vuYj/S0iIN02b5dciPHY0mTWrE3A4NHx8zYz7eBtHj1xDUQReXiomk0JmpsPT3mpVcTk0vL1NPPdCHG3a69WG7ikgzhgYGBgYGBj88SQnw5w5evSBwT+HyEg9RadTJ4iJudOzMTD4a2GIJga3jVx3lMRH4zoQFLSR2Frh3P9AJWpUmUTy1Syk1NMwIkM+QUp45rlGvPt+G0//lGvZnDiRgsOpYTYrjB7Tku+nH0IIwfMvxDHu4+1ICSnXchn2xDKWLj5FTo6T0W9voN+AWrRuE01YuC8lSuSbqJ45k8r4z3bSomVZYmJKsGrFacaM3kRAgIW27WNYMO+Eu7RuWTZvOo+iCBLOFPbhqFI1hLAwH9LSbERGFm8WO+fnY2gabNp4DqdTY8DAWkz5Yg8XL2aQm+uiZatyhIf7Ehhk5f13N6Ooglk/PUi7DuULHSc93Uaz5mVRVYWhgxfjcmrs2H6R9HRbIXPYQQN/4dq1HFSToFefGjRvMg2LRaVL18q8OaolAPffO4v09FzWrUtk4eI+dOlWBZNJKSSYnD17g+Bgb94dvZEvJu5BUQSPPqb7wDhdGpcvZ7B163mcTo29ey4TEur9q5V0jh5J5l/95mO3a2RlOVAU6NmrOuM+2g7o6VoulyQ311Gon83mwmpVGfRkXXo/HFvcoQ0MDAwMDAz+BGbOBE27PaagBn8fTCb9NZ80CT780CgxbWBQEEM0MbhtnDiewvp1ibRqHc2X33RGSkl0qc9ITc0t9Is3L+Nk0cKTPDq4LkMfW0R0TBAL559A0yTNmusRC7E1wzl+7BpOp8a33+x3lwZ2IYSeUlK+QglOHE/hxPEUhj25lEqVgtmyYxATPtvJV1P30en+Shw8cIVNG8/x9Zf7sFhUgoL0BX96up35c08QEupNRrqdrt2rsn3bRWw2F2NGb+Sh3tU96TaqqrB9z2DiT6bQsHGpIuedci2brVvOoygw9KkGmM0qIaE+TJvRlfZtvgdg9arTVK0axhtvN+f9D9sSHOxdRDCZP+8Yg/71CzHlS7Bjz2O89GpTkpOzad0mukg1nerVwjiw7woNG5UkpnwQmkuiIXnljWaULaebz5Ys5U9Wlt2TqpSYmMbHH27lwYeq075DeWbOOMSzTy/HbFbIytJFDE2TaFLy1NMNiY4J4vy5dAT6ixd/6jr3NPyGQ8eeuGUJ36++3MvJE9cBvQS1psGnn2z3VBMCPP4zNzPihThGjIwrdp+BgYGBgYHBH09iIqxYAaWKvt0x+AcQHg6HDsHWrdC06Z2ejYHBXwdDNDG4rVwrUCVGSrA7XCgqRET40aBBFIt+OYXFouDlZWLilE5MnrSbnTsusXPHJU+/DevPYrWqJF/NoudD1dm+/QKJCTdwuSQmkyAmpgTr1ybywUftqFIlhGeHL+f6zlwURfD+u5v54N9bAJg0YRdPDmvAli3n0Fxgt7vIzLQTHOzF9eu6kJPqfly+NN5jhOp0ah6T2jxCQrw57tJo12o6gwbXpX2H8vTo+jO+vhb+81FbnA4Nk0mlbNlAT5/G95Rm2oyufDFxN/v2Xmbd2kRychysXDug2Gu3cb1eujcx4QbpaTYqVCjBvIW9im372cT7ePrZhsSUL8HVq1m8/cZ6Pc1m7VmEENxIzWX1+gHs3HGR48eucerUdUY8s4JNG84yb85xLlwZwZ49l3BpGvas/HMtVy6QF19qSukyuqFt8tUsypYNICkpk9xcJ0mXMki+msWUyXuZPu0AH43rQNduVfKvk9snBUAoAjSJ1OC+ThUJCfZi3dpEHuxVnfGf7sxvJ8BsVqlZMxxv7/9j777Dm6reAI5/T5KmLd207LL33nsvARdbEBVkiKKAuHBvf6goKgoOFBEVREBZyt57b8oo0EJbaEtb2tKZdX5/3BKobEUL5f08z31yc+fJTdImb855X48rvLKEEEIIcSMee+zGttcaJk0yehuYzf9Om24HVarkdQvyjlJQsCBMmAB160KBAtfe569u9HUnxO1Agib5jFIqAOgEtAXqARUAfyANOAlsAKZorbfd7HP7+llp3/FC7wmloGWrUqxfG0XfftX5cYqRBNRmc2Gz2bDZnPTqXY1ZM8JISsp072cyKZSCKlUL0a1HVaKjU2nbcipxsek4HJrwcKMnw2fjNtOtRxVatCxNt+5VeOv1Ne6ASc61wNvbwqHw4QwaMI9NG6NQCnYfeAJvbwudO0xjx/bTANzVuRyhpQI4Gp7E6JeauXtrXOyVF1eya2csYQcSGDuuA0cOJ6KU4syZDL7+9l4iI5MZ/FjucsA9elWlR6+qdL9vBiuWR5KUlInD4cJiuTQH80uvtCDb5qJ589BcwYfLMZkUlauEAGAxm9zHS0hIp2mDyWhg8pT7mPL9HtaujuTjsZt44sn6rFtzggoVg6hXaxIxMamUKOHHyROpeHiYGPtxBwYPrec+x/ff7eKNV1czdFg9ho9sRNuWU4mJPke3+37laPhZsrIcfDZuM127Vea7STs5eSKF5i1KYrWa0Bo+/KgDn4/fire3hRXLjlO0mC97Dw7Dw8NExLGzrFgewWOP18PP3xPt0nS5p+JVH7MQQgghrt+kSTe2/c6dsGPHnVdi+K9atcrrFuQtPz84eRJmzYIBA258/xt93QlxO5CgST6ilBoNvANcLulEYM5UCximlPoZeFxrnXGZbf+Wc6nZfDF+C2/k5NRIT7ezZNExtIbPxm1BKfDyMpOVZfRs6NNrNms3PEpkzNP87911TPtxL30fqsmwJ+vjYTW7h6R8+vFmEhMuNDMw0BPvAh5UqRbCKy+uNI71YHXsjty9Q6xWE6mpNooW82X6zB706fUbWzfHUKHM53w2vpM7YALw2+xDLFn+8FUf36ODanMwLIEHH6pBl7srMPnbXfj4eNCseUl8fa8+8LdajcKsXBFJxPFkTp5MoVy5oEu2KVLUly8vSjKbmJiJ3eakaDHfXNtN/3kfEz7fyptvtyY93U5ERDJ/LulH7Ok0KlYqyLixxnCY5OQsChcqgMlkIijIi34P1eCTjzZx5HAiDodGKYjJqehTrnxQroAJwNdf7iA1NZvPxm2my90VKVnSn9On0tAaXnq1OT9M3s1Lr7Zg/754XnlxJS6XZsP6KGw2F+3al2Hw0LoMebwezz+zlCOHE4k9nUZ6up2gIC+mz+x51eslhBBCiP+O3W7ksggMlFwWAooVg5kzoV07KCk5+YWQoEk+U4kLAZPjwHJgN5AABAHtgZ6AGXgYKKyU6qK1vnySib+hbt2i7nlfXysjRzVm8aKjREenkp5mB4whMEqBSSmOHT1L1WqFePX1lrz6eu6Ssvv2xvHOW2s5FZ2K06kxmRRVq4WwYNGDhIQUYML4C0M8TkQm83D/WixccITY2HQsFhOvv9WKITmBgO++2cXmjdFoDU6nZvhTi90VcwCCC167pt7AwXUZOPhCT5I1Gx7Ntf7o0SSGPLqAOnWK8OkXnXLl/Rg4uA6rlkeQnm5jUP95nDtn46fp3alW/fJVfk6eSKFx/e9wOjULFj1I4ybG4OKIiGSef2YpaWl2Xnh2GadPG0EMT08zw0c2AmDWnF7ExabT64Fq9O1Xg4cH1KJmrcL07TXbXbGmSdMS1KpdhKAgb2bPCuP9se0vacOjA2vx0uiVOByazh1+ZveBx9m25RSt25QmOKQAzz7fFDCCOwUKWEhPt3PsqNELaOWKSIqFfML4CZ14+bWWWK1mGjcpkStJrxBCCCH+PTt2GLf161972yVLICZGepmAUT0IoNCVCzHmex4eRmLYiRPh/fdvLJB2I687IW4Xl44RELczDfwJtAEqaK0f11p/pbWepbWepLXugzFsJy1n+7uAv9Hx7vJq1ChMQKAXVSpM5NlRSwF4d0xbtu16jBo1CgOQlWUEKbSGV15vQZd7KhB2IJ63Xl/NkcOJuY43+vnlLFl0jMOHExkytB4eHiaOhicx9/dDADw5oiE+Ph4oBVZPC716V+XMmUy0NhKaFi7kQ82qX9Oj60wOhiW4E5ECmBTUrFXYfX/b1lN89+1Opv20l+XLjv+txz/lu13s2nman37cS2RkCgBff7mdJ59YSFCgF42bliAyMoWdO2IJP5LElMm7LjmG1poPx6znuWeW4szJsXLsmBGIsNmctGj8PVlZDjw8TAwcXAcvLwtKQcVKwe5jtG5Thgf6VsdkUnh4mGnRshQBAV6UKxeEh4eJkqX8+XbK/Ywd15HhTzfkk/GdaNmq1CVt6d6zKlar8SfCw8NMwYLe9OhV1T10yG53MnPGAU7FpHLw6FMciRjB+x+2x2w2/rNmZNj55OPNBAd7M+bD9nTtfgcPEhZCCCH+Yw0aGNO1JCfD5MlGElABc+YY052uSBHYtQvWrLmx/a73dSfE7UR6muQvo7XWZ6+2gdZ6nVLqZeCLnEWPAlNuxskdThe9u88iM9PBd9/s5IOx7bFajUxiH3zcgY8+2EDY/jOcjk3jlddaMOyphrRs+gP798UD8PVXOyhfPohfZ/citKQ/3bpXZuP6KO7qVJ4XX27OzBkHyMiwUaWKESAwmRTLVj3CnwuO0LZ92ZxhJy73ulFPLyE9zc7K5RFMn9mDEyfOsnWLMSSne48qzJ9/xN32uLh0nnt6KVqDl5eFBQv70rhp6A09/p69qzFzRhjVaxaiVCl/TpxI5rWXV+F0uggM8MTlAhT4+XqggW++2omvn5U3327jPsbuXXGM+2gzTqeTe++vTP0GxXigT/Vc5/HwMDN4aF2eeb4pA4fU5VxqNiUvSkC7Y/tpPhiznkFD6tLl7gru5Z9/2YWhw+qzYP4Ralf7mpatSpGUlEn4kSQ6dSnPT9O75zpPseJ+hEeOYN2ak9RvUAwfH2MI0okTyVg9zEz5fjfjP9kCwJGI4QQFefHgwzWpUq0Q93SeTto5G+fO2W7oGgohhBDiv/Xjj2Czgfe1O92KO4hSRm+bL7+EevXA3z+vWyRE3pGeJvnItQImF5l10XzNm3X+iOPJZGY6AGjRsqQ7YDJq+GLatpjKwj+OMnhoPc6cfYFnnmtK7Ok0Dh9KAIw/zFmZDg6GJTB3jtGT5PFhDUhMHc30mT3JzLLj4+OB3a65/55f2bc3DjDKEv+xIJwuHafxy7T9qJxXtMul8bCYCCrohcul6dvrN+LjMzCZjFK4nbpUcJfS/ausLAcrV0Tc8OOvV78Y4ZEjmLugL2azicKFfShazBeTSbFjx2mm/7wPPz8rUbHPuvcZ/8kWsrIc7vtlywUSGOSFyWxi+MhGjBzV2J3k1Wo1s37LIL79/j7efrcNAIGBXrkCJgCjRixmyaJjDB20INdys9lE7TpF2bAuCpdLs23rKVJSsnG5NMlnsy77mIKCvLm/W2VKhBr/KbdsiqZhne+oU+MbMjLs7uOazSY++2QzTRtO5u03VlO5cjBmi6JtW+nnK4QQQtyqwsNh0SIjh4UQf+XjA+npRk8kIe5kEjS5M527aP6m/a7g42OUi/X2tvDxp3e5ly9dcsw9P2/OYbTWDBk4n7va/0TfftXpcnd5Zs/tTYuWJSlfPpBGTYqjc8bSnA8YvP/eek6dMkYVORwu1q096e5VcvhQIk6ni0MHE9xhEKVgxNONqVSpoPvckREpNGkayh+L+/FA3+qs3zyQ9z+6kMvD29tCYKCREuaHKXuYO+cQjw1aQGRk8t+6Ht7eHuw58DhRsc9QpkwgWkNAgBcmk6Ju3WI5j0Xz28ww9z6BgV4cDH+S6NhnaNCwGF9N3M4HY9ZjsxlJbsuWDeT+bpXx8LhyLcD7u1YCjDK/l/P5xM489EhNpv3agz+XPMjYcR344aeu1/WYvvh8K1lZDmx2J3ffXZEZs3uxafsgvLwsvPHqag7sP8PKFZHs3HGanXuGMuGixLZCCCGEuHU4nfD550ZZ2Tu5xLC4uuLFjZw3u3fndUuEyDsSNLkz1bho/sTNOmh6up1q1UNwuTRd75nBm6+tonTxzwjISf7p6WVm0JDadGjzEzNnhHEqJo0li4/TsHEJenadRfESfgSH+NC5/XTeen01M37Z7+5Rcn6YiVIQEuLN/95dR5kS41m65BgFg72oWKkgdesVxcPDjFJgsZhp1aY0n33RmYCAC5Vt6jcsTouWRv4Oq5pje24AACAASURBVKeZ6JMp7nUZGQ4631OBkEIFGDmqEQMfmcfMGQd4ZfSKqz7urCwHu3bGuoM4FzObTe6SuwCtWhvn7nhXOXdSradHLCEiIjnXPp6eFjZuiOKt11fzycebmT0r7JJjX8ngofVo1Lg4USdTSEm5tAdJxUrBfDXpHtp3KEvp0oEMGlL3miWOzzuw38iO5lPAStPmobRtV4bSpQOxWEz0fqAaVk/j+terX4wyZQNzJcMVQgghxK1j0SI4cgSCg6+9rbhzmUwQEADjxkHGTau5KcTtRXKa3JmGXjT/5806aFaWg7ADxnCbpLOZTPpmJ+lpdjIyjWEc2VlOnnpikbv3CEB8XDrvvLkWgMULj5Kd7cThcPHTj3tJS7OjgKMnRtC1exU+GX8XL49eQUpKtnv/iV9s5VRMGhaLiWkzenAwLIGatQoTGOSNn58Vk0kRFfssP/+4l4jjZ3ludDPAGL7TqukUsrIcWDwUDrvRs2XWjDAsFhObNkRRq3YR9uyOo0WrksTHpVO4iM9lH/e9naezZ3cc3XpU4dvv77vsNjabE5NJ4XQY53nsiXqsXhXJ2jUnsVhMeHle+hNP6dKBmM0mHA4XVaqEXPfzsGJZBHv2xKFQrF4ZeVMTsH4+sTMffbCRp0Y2YsL4rXw1cTtPDm/I8KcbMXnq/UzGSADr7W2RgIkQQghxizpzBr77DooWlRLD4toCA+HkSfjhB3jyybxujRD/PQma3GGUUs2AgTl3s4DPbnD/1VdaZ1IlLtzRULq0PwfDEilbJpCoqFTS0+0oBSVC/fD29uDwoURcORViTCb45rt7eXrEEjIz08jMcKAwhueYzUaQpX3HchQsuBFfXw+io8+Rne0gMiKF0qUDaNCwOMnJ2QwftojQkv58NeluOnWYhp+vJ1t2DObh/rVwOl38Mm0/hYv40KFjOfeX+tp1irJ/Xzx+vlaSk7PIznby5x/hvPO/tvw4vTutm03hzdfW8MusnnToWO6Sxx0ddQ6Hw0VkxOWH8SilWLX+UTZviqZb98oA+PhYmbOgD8uWHKdCxYIUK+53yX6hJf05dOwpHA4XBa+jJPJ57dqXoWrVEMxmE63alLnu/a5Hy1aladmqNCkpWfTubqTGeeWllTz+ZH33kKECBTxu6jmFEEIIcfNobZSSdTrByyuvWyNuFyVKwLx50KwZ1KmT160R4r8lw3PuIEqposBMLjzvr2uto27W8WvULIyvr/GF2W53cehgElrD4cOJbNgyEKvVhFKKhx6uyebtg5k89T7aty9L/QbFmPj1PXS5pyJ9HzQqxTw8oCa//taLzdsHu7+Ely0byL5Dwwgq6E1mpgOXCyIjkqnfoBhTfurKu2+tJSUlmwP7zzDx8+24nJpz57JZu+YEc38/xNQpe3hu1FIe7juHI4cTWb95IF3urkDY/jN4WMys3fgoxUsYwQunEz4Ys4GEM+mkp9vRWhOWMzTlr+b92YfX32x11bwg5csH8dDDNd0VaABGP7eMPr1m89Lo5Vfcz9/f84YCJgDBIQVYu3Egq9YNICjo738aSkrKpG7Nb6hUdsIleV18fa0UKWr0vKlcNThX7yEhhBBC5L3t243pr9asgU2bJPnrlXTvbkwiN7MZgoLgww8hNfXK213pdSfE7Ux6mtwhlFI+wDzgfHeQP4FxN3ocrXWbK62zmEP1tGmdObAvnm++3kFgoBdlygTSvEVJTGYTTqfG6dR8Om4zP07dS3xcOrN+703VaiFYcnopvPO/trz5Tmt375IZv+znmfrf0adPdT6b0JmI42fZtTMWMHo0OJwuKlYOJjIymU0bowGj3PDQYfWwepopGOzNkIELsNtdVKpSEK2N9b6+VkJL+lOuQkHgGFprnntmGTHRF3Lknku1sWtnLJ990Znjx5IY8ni9Sx5zZqadkydTGTik7g0FKPbvi2fS1zvRGjZvirnu/S6WnJyF1WrO1bPD4XARHZ1K6dIB/3h4zK6dsURHpWKzOWlU9zuWrXqY2nWKAkbelYPhT5GSkkVw8PXlQxFCCCHEf6d+/UuXJSbCF18YpWRlWM7lFSqU1y24dQUEQHQ0TJgAL798+dfQ5V53QtzuJGhyB1BKeQHzgUY5izYAffT5EjU30eaN0Xz6eSfefq8NAAv/COeRfnP5eOwmPL3MKKUxmU3ExqZht7no2W0mJpPCYjGxcdtgypYNxOXSjHl3DV7eFr4Yv430NDtTf9hDydIBvP3GGry9LTgcLho3Kc6HH3ekcpVgNm+MxmxWeHqZGfF0I+7r8gsFgwuwcetAxn+yBYCzSVmsWtcff39PQksaJXRfea0FZ5MymT/3MFEnU7BYTHh7K9LSjDLA+/bGM35C5ys+3kED5rNiWQTlygexefvga16fH3/Yw9PDF+Pj68H5q98yJzHtjdiyKZp7u/yCt7cH23c/RgEfD+7pNJ2wA2dwOjVDhtZl7LiON3RMrTUDHprLwoVHadiwOD/P6E7LVqVYuSISu8PJqhWR7qAJGEOnJGAihBBC3B5cLvjsM7DZIOT6U6UJkUvx4kZvpfr1oVOnvG6NEP8NCZrkc0opK/A70C5n0Vbgbq11+s0+V2CgF8+Pbnr+vACsWB7hriqTneXk4f41ef7FZrz0/HKWLT3u3tfl0oQfSWBQ/3nExJwjKTEDu93lDiz4+Hgw61ejgkxmphHQOHIkCQ+rGaUUTZqFMnZcB86dsxEVlUpGhoOMjFS+/WYXo19uylcTd/BA32qcOpVGmbKB7vN6eJhZvuw4CQmZpKZm07pNaQ4eTCQtLRWzWfHiy80veZxaa+Ji0ylS1Ie0NBtaazIybNd1jT7/dAtOpyY1xdjeZFL07F31Ri4zyclZDHp0PjabE6Xg5MkUsrIcHAw7Q3a2UZp4967YK+6fmppNmxZTOROfzuLlD1G9RmEA0tJszJ1zGIBNG6NZuuQ4s+c+wEujl3MiIoWHHql5Q+0UQgghRN4ZmpP2f9Ik43bhQtiyBcqUybMm3RbWGvUJaNUqb9txqzKZjATCX3wBFStCub+k+/vr606I/ECCJvmYUsoDmAV0yVm0C+istb7KSMS/LyUlm+3bTlEi1N+9bO+euFzbxMenU65cED/P6MH4T7cQGOhJZqYDX18rY95dz84dl/+yn5Zm59nnmzDyqUVkZBhBk9On0ujQ+kciop9GKcWAgXXYsikaj4vya7z71lpMJoXLpZn4+XYmT9pFs+YlmftHX2w2J6+/spLg4AJEnUzFbnexfHkEaChY0IsRoxq5c5xc7PEhfzDr1zB696nG1J+78cf8I7RrX/aa18fpdBEengSAt7eFoILefDK+E02bhbJxfRSNm5ZwD0u6mo3ro4iPM2JeJpNi3tzDvPZGS+7qVJ7IyGQaNirByGcaX3H/QwcTiI5KwenUrF51wh008fPzZOgT9fh+8m78/Kw0ax5KRoYdT6uFe+6rSKHCl68eJIQQQohbz7ffGreTJsHx4/D110YvARmWc3WHDhm3EjS5Mi8vY3rnHSN44nfRx+WLX3dC5BcSNMmnlFIW4Bfg/pxF+4COWuuz/9Y5XS7NtJ/35ypx2659WbZvO03pMgHYbS5GjjK+zFutZl540Sj/a7c7GfPehYCJp6eZIY/VZeKE7QQHe5OUlEnpMgHc17USJUv5c1+XGdjtTrTWWC8q1bt2zQl6d5+FBkJCCpCYmIHWuCv0WCwmXBpSUrN5efQKjh5NYs3qE2iXC7PFhMPuwqTApY3eHAcPJuR6fJGRybz64ko2bYzC6dSsW3sSf39P+j9a+7quj9lsolGTEmzZFEOZsgEMe6oBLVqG0rTB95xJyGDAo7X56JNLh9RkZzv47JMtFC/uxyMDatGydSmaNA1l187TpKbaGP/JFp55rgk/z+hxXe2o36AYjwyoTUx0Kn371ci17uNP7+LjT+9y3//k4018OWEbJpOiabNQKlYKvq5zCCGEEOLWkJ4O775rfMn19Mzr1oj8IjjYyG/y0Ufw5ptGolgh8isJmuRDSikz8BPQM2dRGNBBa534b57Xx9eD195omWvZVxO3YzYrqlYN4ZdZPRk+bBEvPLOMN95pTXxcOt17VmZg//msWhkJGF3+Zs3pTZu2ZXj7f22xWs1ord3Dfd56fQ0aY7iP1nAmPp3IyGSysxz06/M7WVkOPL0sfPXt3ZyITGHd2hNYrRays52Mfqkpu3bGYTYrnhu1FJdLYzIpTGYTDocx1GXAoDpM+W43LhfM/CWMrZtiWLl2ACGFCvDe22v5Y8ERwCibHB+XTv9+c5g+syfXq0aNwmzdHMPBsESeHr6EkU8twWo1/sucOXP5EVM//rCXjz/ciFKK2nWKUKt2ERYsepCVKyLo1+d3srMddGzzE1t3DWHMe+vJzLDz5jut8fS8/NvbbDYx7rO7Lrvur2rXKYpSCl8/q/Q0EUIIIW5D48ZBfDyEhuZ1S0R+U6KEMeTr++9hyBDpxSTyLwma5DNKKRPwPdA3Z9ERoL3WOv7fPnelSsHMnXOIDm1+4qVXm/Ps800JDvEm9Xg2R44kceJECr9M24/D4aJ/vzmYTIqfpu5h185YXE6Nh4eJz77oRJu2ZQDcwYSLq8CcPn0Ol/PCOY1cKIkcOphIZoYdi8XEe2Pa0qlzBQCGPpE7hXet2kWJiEjGw8MIxnz17T0MHjAfrTW+fh4kJmTk2j4yMoVRIxbzwUcduPueivw26yB16xUlJSU713Cbv9Jak5Zmw88v9086TZuFMmXybi7OwVu5SjCPDqrDA32rXfZYlasYvTusnmaKFvV1L2/XviwtW5Zi1cpIUlOzWbUykgnjtwJGsKNPTvnma0lJyeKHyXto1Lg4TZuXzLWufYeyHD72FAV8PPD29rjCEYQQQghxq1q/XvKYiH+HUkYwbtYso4T1vffmdYuE+HdI0CQfUUZ04Rugf86io0BbrfWVs4LeZD9O2UNWloMP/reeB/vVYNCQurz1+hqio1KZ+ct+XC6Np6cZXz8r6el2bHYXoFEKHnyoBl3uqciG9Sf5aepeZs4Io3OX8u6eHOFHEjl9Kg2lFGPHteeriduJOpnKQ31+JyvLScVKBWnaLJRBQ+petm3p6Tbi4oycKoePP4VSin174jCZFGaLiXOpdubPPXLJfvPnHWHb1lMcPj6c+7pWwmIxcTQ8idkzw+jd9/KBiX4P/M7CP8N56dUWvPxqC/fyB/pWp32HsjgcLnZsP83sWWE8P7oZO7af4sMxGzh3zsbqVZF8O/k+mjQzfhJq1bo0+w8Nw8vbQkBA7rLGffpVJ7SkH8OfboSn1YLVasbhcFG7TpHrfs7eeHU1P/+4F2VSnDw1KlcJY4DgEKmQI4QQQtyuQkOlB4D491gsRq6cCRMgMPDa2wtxO5KgSf7yP2BIzrwd+BxopK79n3Kp1jrjWhtdj+GjGvHGK6vJynJy/z0zmPLj/XwxfisFC3qzdetpXC6NzeZkw5aBLF54jJdeWIHWxlCbH3/Yyy/T96MAm80YgvPHgnCOhidSuIgvf8w/glIKDw9FkSK+1KtXjFMxaWRnG4lhAwK8mPDV3Zdtl93upEHtbzlzJoNRzzXmyy+24eFhZtO2wcyY3Ytfpu9nxrT9AHh5m/nfB+34ZuIOjhwxepIkJ2eRcCaDkEJGAKFipWBefq3lZc8FRn4VrWHZkmO5giZgBCESEzPZuzeOQUPq4l3Ag2dGLsXpcuF0GD1QJk7Y5g6aABS5qIfJeRvXR/HUEwtRwN33VqLjXeU4emIEWoOX1/W/tcuWDcRsNhEY6Onu3SOEEEKI29eePRfmPaSjqPiXeXpCoUIwZkxet0SIf4cETfKXZhfNe2AETa5HWSDyn548PDyJypWDKVy4APHxGRwNT6JVsx+wWMz0H1CLrt2rkJqSxb33V6J4cX/ati+LUmAymXC5XCgFDrsLszl3kKdPz9/w9bNyMCyBYsV9efm1FnTtXpm7Opfn/m7HSE3NYsH8cF59PXcQIy42jZ07TtOuQ1lsNifx8em4XC5+nLKH9HQ7np4uDhw4Q8e7ytGkaQlOHD9LXFw6s+f2xmwx8+Jzy93Hysx00KPrDNZuHHRd12LqtG5M+3Efz7/Y9JJ1TqeLbvfNYN+eOMxmE7/PfwB/f09SU7No2bYU4eFJPDW84TXP4ePrgXaBVuDvZwW4Yh6Ti2mtcbm0u1LP0882psNd5ShZyh+L5drVe4QQQghx6woPNxJzBgVJcs6/IyQkr1tweypQwPgR1N/fGKojRH6iLs6tIG5vSqnVQOu/sWtZrXXkPz2/2RSqq1V+ldlzevNIv7mYTHAwLAGtwWxWjBzVmAYNi7F+fRQRx8/yYL8aTJywnf4DatG4SQk+HbeZVm1KMW7sZsKPJGG1Kmw24/VpNis8PMxUqFiQjVuvL3BRudwEzpxJp3yFgqzd+Cgb1kexbMkxJn29E6dTY7WaMJlMdOpcnknf38vGDdFUr16IosV8WbUygm73/srFbw+Lh4mk1NH/9DLx54Ij9OvzO1obgQ+nQ2Mywa+/9eLB3r/jcDiZu6AvzVqUvOaxDoadwenU1KhZ+LrOnZycRdOGk0lKzGTx8oepW6/oP304QghxR1FK7dBaN8jrdtxsDRo00Nu3b8/rZoh/6NgxGD3aGDJxuw+V+GaS8SPa40Plu8rtJD0dEhON12HbtnndGiFy+7v/w6WnST6itW6Tl+dXysjZUblKCFt3DiExMZPBA+axZs0JQkIKMOHzrTntNBK4btoQTUpKNjHRqWRnO0lPs+Hv70l4zpCY8wETgNCS/rz2RivatS9z3e3JyLDjcGjCjyQxc0YYAwbWpm27Mhw/fpbNm2JISc4GXMybe5h5cw/j4WHCz8/Ki680Z93ak5hMCqdTU6CABR8fK489Ue+mXKdixf3cwZjQUH9ORKbgckFKSjYOpwtQHD9+9rqCJlWrFbqhcx87epbEhEycLhcb1p+UoIkQQgiRTxw5Ai+9ZPQuud0DJuL25eNjVMP84AMjeNKzp+TUEbc/6Ysvbpo6dYvy+put3PeDg72Z+0dfpvzYlTPx6djtLpxOFw6HC5dLU6t2EZSCnr2qkpXpQGtNZGQy93WtmOu4/v6ebNv1GH0erH7Fsred2v9MQb+xfDVxGwBJSZm8814bChTwwGo1U7tOERITM+nU/md2bD9NSnI2QUG5k6o6HC4yMhy8PHolC/8MJzTUL2eokCI8cgQvvdLiMme+ukMHE2je+HueGbnEXTGnbr2iNGxUHJNZ8cprLRj3WUd+/a0nZcoEMuaDtjz7QpPrrnxzo+rWK8qTwxvQvUcVHu5f6185hxBCCCH+W7t3w/PPG/lLChbM69aIO523t5EcdtIk+PRTyM7O6xYJ8c9ITxNx09jtRvLW1NRsfp8Vxo4dsfR6oCrLlx5396wwktJqLBYTL73anBYtH0QpxSMDarFu7UleHm0khr373gqsWBZh5P/oXtmd2DQ6KpVBj86nYoUgPv+yC2azCZvNyaaN0QC8+PwK1q05yc6dsSQlZTJoUB1ef7sV3t4evPXGanbvisNmM2oWly4TQL36RVmxPBIADw8TKCPfB8CYse05eCCBUqUDePfttaxeGcnEr++mWvXr790x6esd7NsbT9iBMwwZWo+wA2do174MK9b0x+XSmExG6P2dt9bw+adbMZsV2dlOkpIyGftxx3/6lFzCZFK89W6bm35cIYQQQuSNFSvg44+NHCZ+fheWT5pk3A4dmjftul3JdftnLr5+pUvDsmVw/Di8+qrkOhG3L+lpIm6aA/vj+fD9DbRqNoWnRyxh6pQ99O4+m4ceronJpLBYFJ3vrkDtOkX49bdetGxVmqVLjvPMyMX4+Fhp0LAYNpsTu91Jo0YlWLN+AFWqhpB6zuYOdEz7eR9bN8fw64wwDoYlAGC1mqlQMcjdjoV/hpOcnIXLqUlMzMDHx8oX47fw9cTtOBxOypULomq1EPbuicsVMLHZXGRlGudp3LQE991fmRm/HGD4kwv55KNN7Nh+mvGfbLmha/LgQzUpWtSHlq1K8dig+Tz5xJ/06DoTwB0wSUzM5JOPNmGzOcnMdOByaWbNCEPyDQkhhBDiShwOmDIFxo6FwoVzB0yEuBWYTFCqFERHw7BhsGYNyMdbcTuSoIm4abSGMe+u4/ixZPcfxGrVQ3A6jTsaaN++DK3alCY93YbD4aJvr9lM/nY3nTtOY+GfRwGwWEwEh3hzV4ef2b/vDH/MP8zWLTEA3HNvRQoVKkDdekWpWKkgZ+LTeeHZZdRvWByLRaEUvPpGS5aveoQxH7Zj3PhOAGRkGGWJlVLUrlsEs1nhcl1oe9WqIe7xlhaLIrSEHwf2xxNx/Cx2m4tChX0ICPSk8z0V+OKzLRw+lHBd16Rho+L8uaQfWzbHcGD/GbRLX1Id6OiRxFxtATibnMW8OYev99ILIYQQ4g6SnAxvvAEzZkBoKHh5XXsfIfJKkSJGUO9//4P33zdev0LcTmR4jrhpLleudvDQupw4kezuVbFiRSRLFh3la6U4dPQpSpYKIDIimVMx5/D29qBsuUAqVQ5mwvhtpKbYADCbTdSuU8R9jq27HnPnI3nvneVMnbIbl8tYVzDYi8cer09goFeuijIPP1KTlcsj2LHjFPPmHKZEqB/Va4RQvkJBmrcoSb+Ha7JsyXEGPzofh0Mzd85hkpKy3AGf1ev7ExoawL1dprNuzUnGvLeeE6dGYbVeWstv3944Fv55lIcfqUmJUH/Ons0CwNPLzGND6/H8i83d247/dAsrlh/H29tCZqYDs9lIPutyaoYOXkDL1qUJDva+GU+PEEIIIfKBfftgzBg4d84Y/iBJNsXtoEAB4/W6cSPs3AnDh0Pr1vL6FbcH6WkibprKVYJ5539tePd/F+qLvfjcCoqH+uHpZSEg0Is2bcsAOcGPrTH8sfhBAoO88Pa28NusMI4fS2bxwmOkpWfnbKeY+Xsv/Pw8mTJ5Fy2bTqFerW/IzLQDxjCa8700XC4XBw4PIzDw0p9bnhq2iG1bY3DYjZwlcbHpPDm8IXffU5GXR6+kdvWvefLxPwHjj3flKiH0H1gLT08z9RsUpU3zqfTuMQu00aMmPd3OlxO2XfY6dLv3V95/bz1DBi4AoFHjEnw35T7GT+jCu2PauQM+KSlZvPnaalavPEHHu8ox9eduFC9hJJ81mxUWixmLRf6TCCGEEMJIpjllCrzwgvFZpEQJ+cIpbi8mk/G69fIyepy89BKcOJHXrRLi2iRoIm4aq9XM0880YcSoRlSvYSRLzcyyc+RQElGnR3E0cgS/zz6Iw6HJzHQw4KF5lCoVQETUSA4efZLIiAt99U6fSgfA6dSYzcbL9PixZFwuzblzNvdwm34P1aRdhzKA0SMlI91x2baVrxCEh4eZGjUKUbNWYUqW9Kdd+7J8Om4zLpcmKTELl8v4EGK1mmnWvAQjn1xM6zal2Lcvnvj4DJYuPkazFqXcx/zmqx2cOHFp/8LSZQOxWExUrHQhff19XSvzYL8a7h43AH5+njRtHopSsGVzDFWqBrN240Bmz+3NnAV92Lx9MAEB0t9WCCGEuNMdOQIjRsCvvxpfOgMC8rpFQvx9Pj5Gr5PDh41cJ5MmQWpqXrdKiCuT4Tniptm/L55+fX6jTJlAfpzejddfXsWZhAy6da+M2WxCa822rafc29eqbQyfMZtNzJh+wN17JCTEGy9vC/FxGZQtG0i9+kaq7ZdebU6hQgUoWsyX9q2n4u/nyZ9L+3HwgJFfxG53MX/eYQYNqQuA1pqZM8Kw2Rx8NK4jgwbXoULFgnh7e7jb8EDf6ox5dx2lSvlTPNSfjeujcDpdfDdpNwBLl0S4t9Ua6tQpTNv2ZViz6gQx0ee4v8sM5i3sS5kyge7tFi7px97dsUREJFO6+Gf0e6Qm73/Y/pLrZTIpPp/QmSYNJhMfn86M6ft5dHBdmrco5a4WJIQQQog7V3o6TJ8Ov/9+4YumEPmBUkauE4cD5s6FxYthwADo3Bk8PfO6dULkJt/MxE1jt7v4Y344ALt3xbJw6UPudefOZePra+XnX7rz5YRtbN4Uw8GwBE6fOkex4n7Uq18Ms9mMr6+FpKQsXC5Nv4dr8PW397qP4eNjZeQzjRn7wUaOHzN6eDzQczYJCRkAFCpUgI53lQNgyeJjDB28gNSUbKxWM4GBXtzXtbL7WC6Xpnf3WSxbehyA6JhzRESkAOBdwIMH+lTn++92AReyfFssJhISMpn1e2+6dJzGtq2niIxM5tOPNzN+Qmf3sVetiOChvnMwmRQ2m5Nvv9nJmA/aMW7sJsLCzjD2446EFCoAQLnyQdzXtRJhBxLIznbSoM4kypYNYtuuITnlmYUQQghxp3G5YN06+PprI2lm8eJgucFP7S1b/jtty+/kuv0zN3r9LBYoWRKysuCrr4zkxgMHQtu24OFx7f2F+C/I8Jx8Shn6KKX+UEpFK6WylVKnlVIrlFJDlFL/asCscpVg9/w3X+2gZNHP6NJxGkePJrF2zUnsdicOp8udJLVBw+JERI/kSMRw2rYvg5+flT4P1nAfI+FMhrsEb926RdzLN66PQikwmxVnzmQw9oONrFoVSZ+eszmbk8hVa02x4rnr8MXGprFi+XH3fbvtQvmanr2q8ennnVi8/CGsVjMmk6JipSCCg71ZMO8wa1af4I/FD1KqdAAWi4mu3SvnOvb69VForXE6XVSoWJC332nN0aNn+WDMBub8dohvvtru3tZsNvHDT93YunMIMTHncDo0EcfP4nJJPTYhhBDiTnTwIDzzjJHz4XzJ1hsNmABUrWpM4sbIdftn/u718/IyelKZTPDJJ/Doo7BokRFMESKvSU+TfEgpFQTMBtr9ZVXRnKkdMEwp1V1rffJmnddkggaNiuOwOxkxqrF7+bKlx9Fas2VzDBkZxhAcraFKlRBKlvJ3b+fjY+VgEY+cDgAAIABJREFU2BkO7I+nYqWCNG1WAoDXXl7JhM+30alzeX79rRcdO5WnbbsyrFoZidZwV6fy7Np5mpiYNH7+aS+/TNvnDjq0bluaL77skmv4zJJFRxk6ZIE7gWz3npX5c0E4Tqdmw5ZBVKtu5GOpVbsIlasEExeXjqenhbi4syxZfJzlyyIYMaoRcbFpmM0mQkIKkJXlcA+pefa5JqSmZFO/QTEeHVQHgIwMO6Gh/kRHp9C6bZnLXr+PP+lI+fJBtO9Y1p3HRQghhBB3hmPHYOpU2LrVGIpTqpQkehV3Hl9fY0pLg88/h8mToVcv6NgRgoOvvb8Q/wb5ZpbPKKWswDwuBEyigNeBB4EXgIM5y+sBi5RS/pcc5G8qXtyfPbti2bM7jtHPLnMv//DjDvTqXY2pP3fjo086usv0hh04w5OPL8x1jK73zCD2dDo7d8TSt9dvAKxbexKXS7NlS4x7u/ETOmM2K0wmuPf+SmRmOQFwOjQ2mwul4K5O5Zi7oE+ugAnAu2+v5WxStvv+I/1rYbcbEZQvxm8FYNLXO3j91VX07F2VrEwHXp4XSgs7nZpSpQIgp4fLXe1+pnypz1m39gQb1p+kYLA3X3zZxR0wAfDwMLF4eT9OJzxHi5YXkslerEhRX954uzU/Td1Lo3rfcehgwnVeeSGEEELcjrSGAwfg9deNEqx79hhDFUJC/nnA5OBBYxI3Rq7bP3Ozrp+vrxE49PExgon9+xultvfsMfKgCPFfkp4m+c8w4Pxowp1AB6312fMrlVITgLlAJ6AaRkDlhZtx4ujoVPy8NUopWrYuzc4dp8nOctC0eUkmT70fgOTkLL6dfC8vjl5BcnIW3hclPE1OzsJ50bCUiAij2U8/05jp0/Yz6tkLvVecLqOqjsulCQs7w7lUIwhitZqx2ZxoDZO+v8/dY8Pl0nw9cTt2h4vhIxsx4slF2B1OSpYM4P0xG9DaCIZYrSbee3stn32yBZdL4+tnJSUlm4jIZKxWEzabi0qVC1KzVhEe6V+T0qUDGfPeeux2Fz3un4nJpBg7rgMDBl4ImLhcmmaNvufY0bO8P7Y9jw+r716ntSYjw46PjxWAEydSmD3zIA6Hi6lT9vD+2EsTyAohhBDi9paRAZs3w6xZRslVqxVCQ41euzfLunXGrQw1uTFy3f6Zm339vLyM4InTCVu2wPr14Odn9Dxp0QIqVbq57xshLkeCJvlITp6SV3PuaqD/xQETAK11llKqP3Ac8AFGKKU+0Fon3pQ2mOClV5rTtl0ZOrT5CaVgxKhGlCwZwMP9a9Lt3hns3xePxWKiW4/KvPp6S2JPn+PTj7cw6ZsdgMZiUTgcmoAAL3ZsP8WwoX8CMHJUI/d5QkK88fO3ci7VRstWpSla1Jd9e+N5oE81Rj+3nHYdy1KwoLd7++XLjvP2m2sA+G7KfcQmPse2Lac4fDiBF59fDkCTpiVyqu04c4ItmseH1WfenMMMf7oBUSdSsdmcLF54lLvaGY+tTt2iABQv7sepU2kApKfbc10Tu93J0fCknCFK0bmCJvfd/Qvr1pzkg4/aM+yphpQq5U/nLuXZuzeefg/XQAghhBD5g90OYWGwciWsXm3c9/MzgiUyDEeIqzOboajxsZusLKPizpw5UKAANGsGTZpAlSoQFJS37RT5kwRN8pd2QKGc+RVa6wOX20hrHa+UmgEMBjyBrsD3//TkBYO9aduqHEMeq8fJk6mgjF4Wn43bgtms8PKykJ3txGZzYbO5mDHtAHN/O4zWGofDhdNpBEyaNCvJhnUn2bc3nsSETDTGh4nz+VAAAgK82H9oGOlpdgoX8aFT5/LudTv2DgVg4hfbeO+dtTw1oiF9HqyBUkY32HLlgzCbTTRpFsqokUvIyDD6+CkFQUFeJCRk8uigWrz2Zmv8/T159fWWTBi/lU/HbcFmc7rPYzIpMjLsZGY6iIxMYc6CPsTHpdPrgdyh9ZMnUrBYTDgcrlxDdrTWbFwfjdZGtZ9hTzXEbDYxfWbPf/pUCCGEEOIWkJhoDFXYtAk2bgSbzfhVvFAhqQwixN/l5QUljNSHZGcbQcjly42qU8WLQ4MGULMmlCtnBFqkJ4r4pyRokr/cddH84mtsuxgjaALQmZsQNCldOoDX3mhFs8bfU61aIX6b05uTUamMGr6YzEwHa9ecYN4ffenS8WfCw40OMC6XRpmgRKgfMdHn6PdITUaMbMSzTy+lWvUQMrMcVKwYRHTUOR7oMZv/fdCOEU8bPU5MJkVERDKBQV7uPCkAmzZEMWXybpYviyA9zc6XE7bTpGkoYeFPoV2a4JAC7m2feLI+I58yLlVcXDqr1z/K8WNnadSkBCbThZ99ylcIQinjj67W4OVlZsZvvQnwt/Lk44to36EsqSlZPPHYH3z/3S4WL38IpRQ7d5xm7544TCaF1Wrm8KEEqlQJoXARH5RS/PBTV36ffZBX35D6dkIIIcTtLDsbYmIgMhL27YNduyA+3vhRxsPD+AXcas3rVgqRv3h6XuiBojWkp8PChbBgwYX3XoUKUL26cVuihBFY8fLK23aL24sETfKXi8dz7LjGttsvmr8p40DCjyTRt/dvxJ5OI+FMBh992pGWrUvzzZfb2b0rjl9/OcDEr++mfcdyHD26IyePiAsvq4W9YU8QF5tOcEgBrFYz037tQdUKE/n+u924tMbpMHKdzJ1zyB00uf/uGezeHUvnzhX46ZfuAGRnO7in8y84HEZi16CCXqSn2ej3wO98P/U+fpl2gF4PVKV7T6M3SLv2Zd29QI4fS6ZurW/YsXsou3bG8mDv2VSvWYjuPapStVoIr73ZkkZNiuOwa+o3KI7FYqJBnW85eSKZ+g2LMvWHPUbC2s0xREWl8tILy/lzQThms2LUc02Ji03jlZdW8uZraxj6RD0WzD/Cp5934oefu92Myy+EEEKIf5nLBSkpcOaMMcXEQHg4HD8Op08bP664XMYXNX9/GXojxH9JqQvVd85zOCAq6kJyWqWM/CgFC0KZMlC2rJEzpXBhozpPcDB4e8v7VuQmQZP8pdJF85HX2DYacAJmoKJSSmmt9TX2uaqMDBvxcemUKh1Ai5alKFfOGFQ4+qXmPDtqKQ/3rwnAb7PDOH8ms9mE1po61b/h5MlUihT1ISEhg5atSuUke1X4entgt7vwD/Di/Q8vJEaNi03D6dBEnkjm2aeX0KBRcbZsjHYHTADOJmVhsZgwm2H8Z1vZsimGRQuP0r1nVVJSshj93DJKl/Hn2NFkAGzZTsLDE1kw/wixsenExaWzfm0U2dnGsBwPq4nI6KcpUMCDhDMZRJ1MweWCn37Yh9Vqol37snS5pwJDBy5g48ZoABwOTa/eVdi0MYZZvx7A4XAx/tMtOJ2aMe+up1Xr0v/ksgshhBDiH3C5IDPT+IU6I8ModXrunDElJEBsrDHFxRnDbbS+EBzR2viCVaCABEiEuBVZLBAYaEznaW30DDtyBPbuNQIrFgs5P+gavVdCQoxhdIUKGQGVoCAjB5GPj/F+9/Y2Ji8vY7Ja5f2fn0nQJH+5uLbuVevVaq0dSqlUIAjjdeADpF3rBEqp1Vda51OgNJWrBLNg0YO5krDee38l7r3/QjyncGFfzsRnAtC+Q1nOns1k8yajnHDs6TS0hlUrIlm5tj+RESl4eZkZNGA+SUmZREYk06ixMYhxzh99WfRHOEcOJzJl8m6mTtlD8eJ+AO4ksQCBQZ6sWDOApYuPsXVzDG3alQFg/tzDrFge4S43DDD86UY0b1GKokV92bQhGpNJcTDsjHu9y6ndAZ+QQgV4dFBtvv9uN1qDxWLmx+nd8PPzZOqUPe596tcvRrXqhalYKRin00WxYr6sW3eS2b8eZPjIhte65EIIIcS/Ljvb6M5+OX/nJ5Ur7XPxcq0v3L/49vx0Pihxfv78fZfL+GJz/vb8ZLcbX35stguT3W4kjczONia7/dL9HI4Lt3a7MX9+OK7JZHwZ8vQ0br29L58f4fz5bkXJyXndgn8mr9p/u1+3vHY7XD+TyQiA/JXTaQRJo6Iu/B1xXkhriNZGYlqL5cKtyWTMm80X5k2mC39DrFajB9r5vycWy4Vlfz3O5abzaQKUunT+/H24dP787cXz511p/nKuNyB0s47zbzCGR5r+VgvUP+xcIG4hSikbcD6tmIfW+qpVzJVSMUDxnLvFtdanr+Mcq6+wqg5QANh7fa0V/7HKObeH87QV4nLkubm1yfNza8uL56e01rrQtTe7vSjlfQ6KZeXBmXNuYwKM2xIpV9ko9+zll1/rA/HFYRkN2vX3wkJ3ktiCxm3RpLxth8hNnpdbj8oJZZwONP4UlTh3g2ECnevmsuuucPcqC695ujvKSbPWjoI3upcETfKR/yJocpVjrQbQWrf5u8cQ/x55fm5d8tzc2uT5ubXJ85N/yHN565Ln5tYkz8utS56b/EcKMOUvFw+vuZ6c0N4XzZ+7yW0RQgghhBBCCCFuaxI0yV8uHj0YfLUNlVIWwD/nrgNI/7caJYQQQgghhBBC3I4kaJK/HLlovsw1tg3FqJwDEP5PK+cIIYQQQgghhBD5jQRN8pf9F803uMa2F6/ff8WthBBCCCGEEEKIO5QETfKXJRfNd7rGtp0vml/8L7RFCCGEEEIIIYS4rUnQJH9ZBZzJme+glKp+uY2UUoWBvjl3s4B5/0HbhBBCCCGEEEKI24qUHM5nlFJPA5/l3N0JdNBan71ovRcwhws9TT7WWr/w37ZSCCGEEEIIIYS49UnQJJ9RSlmB5UDLnEVRwDfAUYzkr4OBqjnrwoBmWuuU/7qdQgghhBBCCCHErU6CJvmQUioImA20u8pmO4HuWuuT/02rhBBCCCGEEEKI24sETfIppZQCHgAeAeoCIcBZ4AAwA5iitXbkXQuFEEIIIYQQQohbmwRNhBBCCCGEEEIIIS5DqucIIYQQQgghhBBCXIYETYQQQgghhBBCCCEuQ4ImQgghhBBCCCGEEJchQRPxtyhDH6XUH0qpaKVUtlLqtFJqhVJqiFLKktdtvBMppVYrpfR1TpF53d78QillVkrVUEo9qpT6Qim1SSmVcdG1futvHLOzUupXpdQJpVSWUipeKbVBKfWMUsrnX3gY+dbNen6UUj/cwPtLEoZdJ6VUgFLqAaXUV0qpLUqpRKWUXSl1Vim1Ryn1pVKq4Q0eU94/t6iczw/NlVKjlFLTlFI7lVJRSqnMnPdltFJqkVJquFIqMK/bKy5QSi39y9+5R/O6TXcK+Xx3+8j5+zZBKbVfKZWU87fthFJqvVJqjFKqRV63Udw4+WIrbthVShoXzZnaAcOUUlLSWNwpZgI9bsaBlFKewBTgwb+sKpQzNQOeUkr10FrvvRnnvAPctOdH3FxKqdHAO4DnZVYH5ky1MP6n/Aw8rrXOuMrx5P1z6/ME1l9lfYmcqTPwhlLqMa31vP+kZeKKlFIDgI553Q4hblVKqRDgK6DXZVaXypmaA3cDdf7DpombQIIm4oYopazAPKBlzqIoYBJwFAgFBgFVgXrAIqVUU611al60VdD9Guuv+MVD3DDzX+4nAYlAxb9xrKlAn5z5RIz31z6MsuEPA42A8sBipVRjrXXU32rxneVmPj/nPQ7E/4P9haESFwImx4HlwG4gAQgC2gM9MZ7Dh4HCSqkuWmvXFY4n75/bRwywBTgIxGK8nzyBKkBvjPdnIeC3nOd8WV419E6nlCoMfJJzNx2Q3lp5Sz7f3WKUUkWAFUD1nEUnMH5gPoDxfJQAymIEg8VtSIIm4kYN40LAZCfQQWt99vxKpdQEYC7QCagGvA688F83UoDWem5et+EOshXjg/8OYIfWOiKn2/KUGzmIUqorF77wnQRaXtxbSyk1EfgOGAgUw/gQ2/sftz7/uynPz18s1VpH3oS23ek08CfwEbBWa/3XYU3/Z+++4+OorjaO/87srrSq7r0bY1NMMwbTTDGmQygJEBICoYeEUENIXkJJQoAUEggEQi8hYAgJvfdujG2abYyxKe69SbKkbff9Y2allbyqVrWfL59lp9yZudrd8c6euffcO8xsPPAcUAgcDJxKlvdO50+nEQO2d87NqquAmV0J3Ix/zREC/o5/Q0bax81Ad/yA5gz8AKS0E13fdSxmZvgtWtMBkz8BVzjnYnWUH9RWdZOWo5wm0mjm5ym5PJh1wCmZARMA51wFcAr+nQiAn5tZj7arpUjbc85d65z7tXPuMefc15uwq6szps+t3b0tuLv+M/wfhADfM7PRm3C8LUILvj/S8n7pnDvSOfdmloAJAM65t4FfZyz6cR37ujpjWudPB+WcS9UXMAnKJIEL8FsLAWxjZsNbvXKyETP7DnACkALOBpLtWyORDuccYN9g+p/OucvqCpgAqIVj56SgiTTFBPymsgCvOudmZivknFsOTApmc4Gj26BuIp2amW1NdR/XL51zz2Ur55wrB+7MWHRCa9dNpLXUDrzX4z8Z0zvUXqnzZ/PjnIsDX2Ys6tteddlSmVkxcGswe4tz7sP2rI9IRxO0MrkkmC0FLmvH6kgrUtBEmuLgjOkXGiibuV7990QadkjG9IsNlNX5JVuakozpvCzrdf5sZszMA4ZmLFraTlXZkv0JPxfDQuA37VwXkY5oPDAimH5UeRw3XwqaSFNkNmOe1kDZqXVsJ23EzJ41fxjoWDCE58fBcKvK2N0xNeX8+pjqJtLbBXc6pG3daWbzzR9ufa2ZzTKzO81s34Y3lWbIPD++bWC9zp9OLnhPrqG6dcnHzrmv2rFKW5zg37Kzg9mfO+dK6isvbUfXdx1K5nf+a2YWNrNzguGFVwXDDX8TDK8+sd1qKZtMiWClKUZmTH/TQNmF+BelIWBrM7O6+qtLqzk8Y7p78NgJOM/M7gV+FjRVl46h0eeXcy5hZovwh68roPpOoLSdzIufHKALfqLKM83sWfycT6vbpWabp7Mzpp/Nsl7nTydlZocC0WA2H/+u7XH431fg5zU5ox2qtsUysyh+NzYDHlfi0Q5H13cdx9iM6ZXAe8ButcoMCR4/MLNHgNP0/nQ+CppIU3TNmF5ZX8HgonQ9/pCRYfwL09JWrJtUW4XfPH0asBj/omcocCSwV1DmNGCwmR3qnEu0RyVlI40+vwKr8H/0pbfVj762UQK8jD8izwL84PBA/O6L6S6MRwBvmtneaqq76cxsL/x/swAqgBuzFNP503ndB/TJsjwGPIWfLFgJnNvWVfiByBLg5+1cF6mm67uOJzPX0i34Qd/1+CO1TcP/DTQef9S3CP4Ibzn4gWHpRBQ0kaYozJiuaET5cvygCUARCpq0hV8DU4MEerVdZ2bHAg/i3807ED9h1R/asH5St+acX2lFLVwXye5m/Dt4ZVnW3RAMjfsY0Bu/u8gNwFltWL/Njpn1xR/KMd2d+Io6Rh7Q+bP5mQ28Aixv74psSYIuHr8IZi93zi1qz/pIFV3fdUyZAfsR+C0d93fOZXYjfcDM7sD/96wYONbMTnDOPdp21ZRNpZwmIpsR59z7dXyhptc/Ts0fcZeaWW7r10yaSF3ZOiDn3LQ6Aibp9W/j3z1Kv3+nmdmANqncZsjMCoAn8bvPgN8t54ZGbKrzpxNxzvV1zhn+NWkXYG/gNmB74J/AB2a2VTtWcYthZiHgbvybqh8C/2jfGkmaru86rNq/pc+uFTABIBh56vKMRRe0aq2kxSloIk2R2VIkWmepapkjHCiBWAfhnHsI+CKYTV+gSvvLPL+yjQ5Sm86vDsg59y7wUjAbouaoLtJIQU6Fp4Ddg0XvAifWkxtL508n53zrnXPvOed+it/NLYkfPHk5CKJJ67oEGAMk8H/8pdq5PtIEur5rF5nfH986516up+y9QDrwNc7MCuspKx2MgibSFGszpnvUV9DMwvhN0MD/8q3z7qy0izcypke1VyWkhkafX1nKrK2zlLSHNzKmdX41kZnlAP8DJgSLpgCH19fKB50/mx3n3Iv4+U4AhgGntF9tNn9mNgK4Opj9m3Pu43asjjTfGxnT+v5pfZnfH9PrKxh8h6WDWiFqDqkuHZxymkhTzMG/cAH/RM827GPaQPx/EAC+1Mg5Hc6qjOludZaStjQHOCCYHgq8WVfBICiZ7rJQBqjPecei86uZzCwC/Ac4LFj0EXBoIxLq6vzZPL1A9cg5++N325HW8UP8FlgOSJjZb+oot2PG9FFmNjCYfsk5N6U1KyiNou+ftvUF1QH+dY0on1mmS8tXR1qLgibSFDOobmo+lnouSqk5BNeMVquRNJfusnY8mefJWOD+esruTHVQcpaCkh2Ozq9mCIIZDwPfCRZ9BhzknFvTiM11/myeMpu+d62zlLQEy3j+dSO3OY7qUUBK8VuFSfvS90/b+jRjurjOUtUyAyWNCbJIB6HuOdIUL2ZMN9RP/9CM6RdaoS6yafbLmJ7TbrWQTDq/Nh86v5ooSED5L+C7waJZwETn3Kq6t6pB58/maUTGdGOGkhbZ0un7p209nzE9pr6CQV6mdJepOKCh1DsRBU2kKV4HVgTTE81s+2yFzKw38P1gtgJ/9APpIMzsJGCbYLYEeKcdqyMB59yX+F0RALY2s8OylQsSZGZmyNeQdR2Ime1F9Y/2FDV/zEsWZuYB91D9vTEHONA51+ihZnX+bH6Cz8UZGYvea6+6bAmcc1c756yhBzVbcZ2Wse7G9qq7+HR91/aCkXLeD2aHmtlB9RQ/DYgE0+80kKdLOhgFTaTRnHMJqsd8N/xxx2v0lwwuSO8H0lnub2nCnULZBGZ2vpmNa6DMMcBdGYtucM5VtG7NpAl+mzF9m5kNzlwZ/Ij4B5Be/phzTt3f2oCZnWJmB5mZ1VNmH+Bxqpu5P+CcW9AmFeykgtfzdqqTfM4FDnDOLW3G7nT+dAJmdqGZ7dFAmSLgQWCXYNFqYFJr102kI9L1XYeXmf/nDjMbUruAmY2l+jcUwJ9bvVbSokxdeaUpglENXgHGB4sW4F/wzsVP/noGsG2wbhawl3NOffbagJk9ARyNn5TqVWAmfkIww0+MeBSwV8Ymr+MnWIy1bU03P2Y2jJp3RMFPlndUMP028Fat9f91zn1UaxlmNgk4MZhdiX9+zcDvp3wK1UOwLgHG6Ud5w1ri/TGzG4EL8P/NexE/38YK/CFRBwIHB490wGQmsI9zTn3K62Fm11KdPyGOP+RpYz7TLznnNmTZn86fDi7ju+pL/O+qGfjfVUmgF34T92OB7sEmCeAE59zjbV9bqc3M7gNODWZPc87d13612TLo+q7jM7NbgXOD2fX4Aayp+PlDx+OfMznB+judc2e3eSVlkygRrDSJcy5mZkcDj+Fnix4EXJOl6HTgWAVM2sUo6h9mzgF3AhfpC7XFDAEur2f9eKoDjWlzqe5OkOlU/Pfo+0DPOvY7D/iufvA1Wku+P4OAMxs43uPAWQqYNErmhX4E+HsjtxsGfJNluc6fzmPr4FGfr4BznHOvtEF9RDo6Xd91XOfhB3jPw08Ie3Ed5W4BLmqrSknLUdBEmsw5t8bMJgInAD/Cbz7bE1iDH/2eBNwbdOeRtnMJ8AywJ/5d9N7470sYP4P6HPz+rfc655QcrINyzlUCJ5nZ/cDpwB7472UJ/p3Z/wB3qC9sm/szMA3//RgD9ME/v6L4GfC/xs+58IBzbnp7VXJLp/OnUzgVP0i5P37Ln37471E+/vu0AD9g+RTwjH78iej6rqNzzqWA883sIfyWrfsD/YPVi/BHHL1N1wedl7rniIiIiIiIiIhkoUSwIiIiIiIiIiJZKGgiIiIiIiIiIpKFgiYiIiIiIiIiIlkoaCIiIiIiIiIikoWCJiIiIiIiIiIiWShoIiIiIiIiIiKShYImIiIiIiIiIiJZKGgiIiIiIiIiIpKFgiYiIiIiIiIiIlkoaCIi0gGZ2VAzc8Hjvvauj4iIiDSfmd2U8b0+uL3rIyKNp6CJiIgAYGYPZlzQndiI8jlm9lbGNo+YmbVFXUVERDqZMcHzKufc/HatiYg0iYImIiKSdh3ggulfN6L83cD4YPp94FTnnKunvIiIyBYnuKGwUzA7vT3rIiJNp6CJiIgA4JybCTwdzO5kZofVVdbMrgJODma/Ao52zlW0chVFREQ6o62BomBaQRORTkZBExERyXRdxnTW1iZm9gPg6mB2LXCEc25FK9dLRESks9olY3pau9VCRJpFQRMREaninJsMvBHMjjezvTPXB/P3BLNx4LvOudltV0MREZFOZ0zGtFqaiHQyCpqIiHRCZrZ/RgLWq4Nlg83sBjObbWZlZrbWzN4zs5+aWbgJu8/a2sTMtgKeAHKDRec4517b1L9FRERkM5duabIO+MrM8s3sZ2b2rpmtNLMNZvaZmV1pZoXtWVER2VhTLqJFRKSDMrNDgYeBrrVW7Rk8jjGzo5xzlQ3tyzn3kplNA3YFjjCzHYEFwLNAz6DYtc65e1vsDxAREdl8pYMmHwG7A/8GtqpVZnTwON7MJqjbq0jHoZYmIiKd387Af/FbgNwO/Bg4CbgBKAvKHARc3oR9Xp8xfUWw/1HB/KPAb5pfXRERkS2DmQ2m+oaDA14CBgOTgHPY+Pt6NHBnG1dTROphGh1SRKTjMbOhwNfB7P3OuR/XWr8/8HrGovnAROfcl7XK7Q68i9+ycA3QrzGtTczMA2ZRHShJex+YoJFyREREGmZmR+N3bU37GjjOOfdxrXJjgMlAJFi0nXPu87appYjURy1NREQ2DyfXDpgAOOemAI8Es93wmwU3yDmXAv5Ya7GGFhYREWmazCSw64BDagdMAJxz04G7MhYd1NoVE5HGUdBERKTz+8g593Y96zOTtW7XhP0mas2fpT7WIiIiTZI53PBV2W5wZHghY3pYK9VHRJpIiWBFRJrBzM4EBrbEvpxzV2/iLiY3sH5RxnS3xuzQzMazcZ/q71AzACMiIiL1S7c0WQ38s4GyX2dM63e6L/4uAAAgAElEQVSaSAehk1FEpHnOBMa10L6u3sTtVzawPjOHSbShnZnZSKqHFnZAOZAPnGVmv3fOrWpuRUVERLYUZtYLGBDMPtqInGJ5GdPLWqdWItJU6p4jItL5pVpqR2bWE3gO6B4s+g3wp2A6Hzi/pY4lIiKymcvMZ/JmI8qPyJie38J1EZFmUtBERKQZnHN7OOesJR7t/bekmVkUeArYKlh0r3PuWuDvQGmw7DwzK2yP+omIiHQymUGT+nKZpE3ImH6lhesiIs2koImIiGBmBjwA7BksehU4B8A5twa4PVjePb1cRERE6pWZBLakvoJmlg98L5id5pxb3Gq1EpEmUdBERETAH174+GB6FvBd51w8Y/0NVOdGucjMctqyciIiIp1QZkuThpLH/xToEkzf0DrVEZHmUNBERGQLZ2bnAJcGs8uAI5xz6zLLOOeWAPcFswOAU9qsgiIiIp2MmRUDwzMW7V9P2RHAFcHsTOCR1quZiDSVgiYiIlswMzsUuCWYLQe+45z7po7ifwKSwfQvzUzfISIiItntAmTmLbvQzIbXLmRmOwIvAcX438M/dM61WIJ3Edl0uuAVEdlCmdlOwKP4w8+n8C/UptRV3jn3FdV3v7YGvtvqlRQREemcMvOZPAgUAVPM7GozO87MTjezB4EPgWH438NnO+c+aYe6ikg9wu1dARERaXtmNgB4Fv8iDuBS59zjjdj0OuAk/LtnvwL+0zo1FBER6dTS+UxSwLlAHv7NhquylF0DnOmc+18b1U1EmkAtTUREtjDBkMHP4ucmAbjNOffXxmzrnJsBPB3MjjGzQ1qhiiIiIp1duqXJN865UuAE/NHnPsQfSacEmI4fRNlaARORjsucc+1dBxERERERERGRDkctTUREREREREREslDQREREREREREQkCwVNRERERERERESyUNBERERERERERCQLBU1ERERERERERLJQ0EREREREREREJAsFTUREREREREREslDQREREREREREQkCwVNRERERERERESyUNBERERERERERCQLBU1ERERERERERLJQ0EREREREREREJAsFTUREREREREREslDQREREREREREQkCwVNRERERERERESyUNBERERERERERCQLBU1ERERERERERLJQ0EREREREREREJAsFTUREREREREREslDQREREREREREQkCwVNRERERERERESyUNBERERERERERCQLBU1ERERERERERLJQ0EREREREREREJAsFTUREREREREREslDQREREREREREQkCwVNRERERERERESyUNBERERERERERCQLBU1ERERERERERLJQ0EREREREREREJAsFTUREREREREREslDQREREREREREQkCwVNRERERERERESyUNBERERERERERCQLBU1ERERERERERLJQ0EREREREREREJAsFTUREREREREREslDQREREREREREQkCwVNRERERERERESyUNBERERERERERCQLBU1ERERERERERLJQ0EREREREREREJAsFTUREREREREREslDQREREREREREQkCwVNRERERERERESyUNBERERERERERCQLBU1ERERERERERLJQ0EREREREREREJItwe1dANh89e/Z0Q4cObe9qVHEOyspixGJJFsxfDziGD+/G8uUbWL++sr2rB4DnQSpVPW/mPxcU5OCco7w8AcCgQcVUViaIxVMM6F/EvHlr2LAhTihkbD2yB845liwupbS0kvz8HLYe2Z2VKzawYMF68vLCbLNtT8B/TeZ+uZqyshjde+QxeHCXtv6TRUQ6tWnTpq10zvVq73q0tI72HS7SYqZN85933bV96yEi7a653+EKmkiLGTp0KFOnTm3valT5+U+f5+F/z6BL11yK8yuIx1OsWOJx8o924P57P2nv6tXLxf3nvIj/vHJp9TrPdWfq1OO44c/v8+TjX7B0gR91SSVSFEaNgQOKmTr1XPp0/wsFuQlw8NprF1FcnMuHUxYzcf8HyM+BWBmUrS1i17H9eOChY/E8I5lM8cfr3qWyIsHlV+5LIpHiwP0eYMniEp554QeM3qF3G78SIiIdi5l92951aA0d7TtcpMWk70jp8y2yxWvud7iCJrLZcM7xxexVDBnahby8CHO+WEkslmTF8g307p3P8uUbSCRSPPzvzzDzW110RuGQMWqbnvzs/N15dNLMGi1VBgwo4tjvbkMq5ejRI4/Fi0vZaec+FBfnsnZtBb+69OWqv7t3nwIWLSphydIS/nX/p4zfbzBnn/Y0U6YsJicnxOgd+lBSUsnMGSsAePqpOQqaiIiItJB0w4d0QwipSa9P69LrK9J4CprIZuOqK97g1punMnyrrkyZfhZ9+hRWrVu+fEPVdCzmRxmKiiKUlMTbvJ712WnnXnzy8Yp6y0Tz/NN2/jdrN1q3YMF6br91GnvuOZA33vkxP//pc8QTKZYvK+PJJ75g+rTqJisrV5RTWJjDkKFd+OUlLxMKGaWl/uuRTKbYYcfePPXkF4B/k2bf/Qa31J8pIiKyxZs+vb1r0LHp9Wlden1FGk+JYGWzMWf2KpLJFPO/XY9zjq227oZXzye8owVMgAYDJmYwYGAxl//6NVavLieS49Va7zdBHb5VN5YuLeW1V7/h9Ve/4V8PfMouY/oSChtduuTSt28hoZCxw469WDB/PZWVScD4xWV7ssuYvrz8+o/YZtueHHzoVoTDHpFIiN69C0gkUvzthsncefs0KisTLF9W1lovhYiIiIiISLtTS5M2YP4v2ROAHwE7A72A1cAs4GHgPudcooWPWQCcA3wX2BooBpYBk4F7nHMvtuTxOoKbbjmU++75mAkTh2NmXH7Fvkz690wWLSpp76q1iN598pn0n+8yYd9/1VkmFIKjjxnJaac8ycW/2IPhW3Vj0cISDpw4jKuueINYZYpUMs4H08/ksl+8wpOPf1G17RVX7cu5543lyqv345OPl/KrX7xMv/5FRCJ+YOahBz9jwYISnnriC8Bx3TXvsnLlBvY/YAhPPvv9qoCNiIiIiIjI5kJBk1ZmZt2Ax4AJtVb1DR4TgHPN7Fjn3PwWOuYuwTGH11o1OHicYGYPAac552ItccyOoE/fQi77v31wzvHR9KUMGlTMD360A3++/r32rlqLyM31uPOOuttShkIGZkx6eBYAZ/z4aRYuu4jXX/2GQYOKmfnZcsDvetO7d0GNViKeBxWVcfr1vIEDDxrGC8/PJVbpd2OKRDyOOW4UN980hWTSYWbk5HisXOl3eXrzjW9ZtrSMvv0KERERERER2Zyoe04rMrMc4EmqAyYLgCuAk4BLgc+D5WOA582suAWOOQR4nuqAyRTgfOAHwHXAqmD5D4C7N/V4HcnVV77B6G1u4+ILX+KQAx9k153uYPvte25UrrM2iFgwv5SHH5xZ5/qjjh5JMlGdFdY5GL/nvZx52tPsPPp2li/fQG5uiDPPGUM47PGry/epUfaq37xJWVmcp56YQzxWvZ94PMWK5RuIxVIkk45TTtuRWV/+jCt/uy/RaIgxY/pywc+fZ8yOd/DB+wurtistjfHM03P4JkvuFREREZHa4nFYsgTmzKletm5d503eLyKbB3P6V6jVmNkFwI3B7HRgonNuTcb6KPAEcEiw6C/OuUs38ZiPA8cEs/cAZznnUhnrBwNv47c4ATjSOffsphwzbezYsa6thyt0zpFKOTzP6FrwR5yDgQOLWLHCbwXxyayfMHG/f7Fw4XoKCyMUFeWwenVFkMNj85YeISgS8UgmU1Wj7IRC0LVrHpEcj/XrK9lQ1nDPsNqjDRUV5dC3byFz566usXzbbXswe/YqPA+SwUvsefDxjHMYOqxbC/51IiLtw8ymOefGtnc9Wlp7fIdv6dI3cbbkS3Hn4JtvYPJkeOcdf9r8hrM884xf5tBDoWtX2GsvOOAA2G476s1ZtxG90FnpZZEtUXO/w9U9p5WYWRi4PJh1wCmZARMA51yFmZ0CfAUUAD83s+udc6toBjPbieqAyXzgZ5kBk+CY883sXCAdKLk6Y7rTqKxMcOx3HuWdt/weTbfffSRnnLUL9979MRvK41x62V7su98QunbNpUePKAsXrqe0NF41OkymoqIcSko2m15KAOyxZ38mv78YgH79C0kkUixeVAr4wYxVq8qzbrfP+EG8/95Cksma36C1v1BLSmKUlKzeaPvPP19VdYy0VMof2cgzj4MOHc4PfrgDUz9czAvPzeX8i3anuDja3D9TRESk0zrrrPauQftJJuH99+Hhh+Hrr/1lXbpA//7VAZFttvGfBw2Cykp46SV4/nl//swzYezYztt6uCPYkj9/Ik2lliatxMwOBtLJVl9xzh1UT9m7gDOC2TOcc/c085jXAr8OZn/jnPtDHeUMmAOMCBaNcM7Na84xM7XlXaqpHy7m4An/IpHwP79bjejGJb/Yk4svfAmAW28/nO+dsB0T93+AKR8s3mj7wsIwpaV+C4uRo7qzfl0lS5d23JFgwmFItGiq4KYbMKCQRUHgpam6d4+yenUFANtt35NZM1cC0KdvAZdethc77dyXMbv2JRIJtVh9RURag1qaiDSfc/Dxx3DrrbBwIRQV+a1IGhv8cA7WrvW77OyzD/z85/729VKTChEJNPc7XDlNWs/BGdMvNFA2c/2hrX1M50fKMkfPOaSush3Vjjv14YAJw8gJhtz9at4arvn9Wxx86HAOPmQ4hx4+gpKSSpYszv4jPx0wAZjzxeoOHTCBjQMmzbqzkmWbLl1yGr15cwMmAGvWVFRNpwMmAMuWlvGLi17moAP+xfg9761RTkRERDYf69bBn/4Ev/qVPz14MHTr1rRrGjN/m8GD4YMP4Kc/rZn/RESkNSho0npGZ0xPa6Bs5q2d0XWWqoeZecC2wWwC+KS1j9mecnJCPPDQMZxx1i6Af/NgyeJSDjp4OA9OOo7Cwhz22/t+FixYD8DAgR1zZJff/mG/pvXLDTTrZkmWbdata1q3pO7do5z9k104/oRt6dYtlz32HNC4QzeivrNmrmTsjrdz2UUvM+nBGRww7j722+1e/vPQTNQiTkRENjfTpvmPLcEnn8BPfgJvvVUdLGnIihX+IxvPgwED/JtKl1wCH37YsvXdEmxJnz+RTaWcJq1nZMb0Nw2UXQgkgRCwtZmZa/qvxIFAfjC9yDnXUGeObzOmR9ZZqoNIpRzHH/sfPpq+hIf/8z3Wrq3gByf8l7y8MKGQ3zfWOcjNrf5IL1q4vmp64cLmt5LINHJUd+Z8sXEuj+baekQPCgtzWL8+e/AiPz/Mhg31v5W5uR6Vlal6y7SU1asrePSRWaxdUwnA5PcXtcyOnR/BXbWinDtvm44XNIvxgPNOe45J983gol/twaoV5Qzfuhs7jOnTMscVERFpJ2ODBuKb830B5+CJJ+COO/xuNAMHNn7bxx/3n88+u+4y3bpBJAJXXeU/xo3btPpuSbaEz59IS1HQpPVk9rBcWWcpwDmXMLP1QDf896QAaOqv/EYfL5CZbLah3qBVzOyNutbtuuuujd1Nky1dUsprr31NMuF45OEZ5OdHSKUcGzbE+e7x2/HopFnk5YU56GB/pOV4PMkRR43gsUdnt8jxTzp5Ox5/bE6LBkw8D+65a3qdSWij0VCDAROgxQImPXpEWbWq4e4x6YBJfQoKw5SVNj0JiwXBEofzpx14GO+9uYApby4ihBEJhTjtZzuzdnk5Awd3YcJ3hvHMvV8w99OVXPS3vdl+NwVURERE2lsiAbfdBk8/7bcKyWl8j+AmKSz0u+38/vdw3XWwww6tcxwR2XIpaNJ6MvuDNCZRQzl+0ASgiKYHTZpzvLSiJh6rzfXrX8jZ5+zKB5MX8ZOfjqV79zxWrypnl1378r/H/MBIeXmCdesrGL/XvSxcULJJxyvuksP6oOvK0KFduO6PE3nskU0PwOy8S28++3QFu+3en4+mL+WVl7+pWpce1tfzjFTKUVHRtsMi1w6Y1B5muCmaEzCpj5eRkMUlHA/c9DFhPDyMB67/iAghQhg/2/MZoi5EBCPsPKJ4RPNCHH7BSIaM7s62E/sSLY4QiSrhrIiISGuJx/38JW+9BUOGNHGI4GYoKPBbHV99Ndx0U9NatIiINERBk81TqzW0c87tX9e6sWPHttpxzYw//mVijWW33nEE99w1nXffWQDA0ceO4vjjHtvkgAnA+nUxPA+KinOZMHEoo7e5jXi84RYdoZDRr18hCxf6dfA8KCiIEE84jjhya556YjbJpMvareX8i8bx+qtfMfvzVcRi7d9WMhr1+GTWuRx75CPMnNmYxkuty+GCMInPgBAehuHhB1ZCwXIPI4IRcoZtcLx+3RxyMaJATihFXjhFbiRJbiRBbjROYfcIPUYXM+KEbRh01LaENIqPiIhIs8TjcP318M47fsCkrYYFLi6G5curAycFBW1zXBHZ/Clo0npKqW45EqXhliN5GdPN+dWfuf+8Oku13PHa3AXnvcALz83ltjsP55uv19GvXyHPP1s9UvKAgcU8/eQXzd5/fn6YiooEqSA2kkpB925RHnpwxkatPoYN68LXX6/baB/JpGPx4lJuvPkQXnh+Hp9+sozFi0ro27eAex84moF95hGPV3fHMQPzoHevAm766wfNrntjmAcuI+6zx14DmPxe3TlJystTbD/yVuLxtg3gOMgIjFRfaRmGq1qfubx6G6v6Lx088R+h9MMgxxyRkCMnkiKamyQ3kiISX0f5zJV8ee1svr3hUXJyK8jNSxCOJMjJrSSnOEVObpxwj2IKv/dDcoqLiAzeBj//soiIiIB/7XTjjW0fMEnr3RsWLICbb4bLLmv744vI5klBk9azluqgSQ/qCZqYWRgoDmYTQHPGv12bMd2jEeUzy6yts1QHUVmZ4N67Pwbg8l+/ztw5fm6RW28/go8/XsKQIV0ZN64/99wVoqK8ZoAjHDYSiYZ/+GcGTNIWLyklHPYIh5M1hv2dP389o3foxYzPNk7rPnqHXvz49J05/cxduP7ad/jTde9x4kn+AEW3330UPzrpf1X1GbVND2Z/vor8gkiD9dvUhK+u1qaT31vEyFHdmPPFmjq3aeuACWQdGbnGOj9M4YdJUriqDMrV7av8jCi192fU3HdVYMVLYQahkCMUThGOpIjkOMKRJDm5MSLRBJFQjHA4TrhyPYn//h4XjZHIixGKVuLlJbGcGJafwHJSkJfC5Rbheo3HsZhUtx+S0+0w/NNcRERk8+Qc3H8/vPKKP0JOewUsBgyA116DMWPg4IPbpw4isnnRbdLWkzlq/NAGyg4k+N0HfNmMkXPAH4FnQ3p/1vAvtCEZ0x1+hPvc3DDnX7g7W43oxj77DKKyMkllZZLf//YtVq+qoLw8wTHHbcO11x/IuD1qDoPbmIAJwHaje5OTU/OUqKxIUlYa57H/nUBeXhjP87vgRCIh7rr3O/zh+gnk5VW/1KeetiNvvXcanudfKfzq//Zhdckv+f21BwBwxJFb8+4Hp3Pk0SP53R/2Z/bnfj7er+Y1HLdqKGDSs1ceoVDTrlDqC5i0pXQrkY1Vv3c1O+ZUL/MyWpawUYlae8uyIn22uYygS+aOzHOYOcxSmJfCQim8sMOLOCwHLJLCokCOCwImKVzeWlKxp0m5aaTKLmbDsu0oXTWK9WtHsb50JOs2bM268uGsqxzOuljGo2Ib1m3YjvVlx1Gy/teUlT1JItFw4l0REZH29tpr8PDDfj6R1s5hUh/Pg7594ZZbYPHi9quHiGw+dOuz9cwADgmmxwJv1lN2bK3tmsw5lzKzz4Fd8d/XnYD6Rl/f5GO2tmVLS1lfEmPrrbsDcM11E7jmugncf+8n5OSG8Ay6dsllyRKjV+8CVq0s5+or3qS0tHk/Mmd8upzzL9ydv984ZaN1n89eycmn7MgD931CKOTxxDMnsN32vdhu+16Ul8e57pp3KCiI8Mtf783D//6MCQcOo1//IuLxJLf9Yyp9+hRy4knbA3D6qU8xc8YKnnlyziYlW61t9aoKUilHl665rFvb+X5op0fMyeyek61ECkeoqquOyxhxhyxhFaqWuPT/rbq8w8+XAxvfETOrtazGdDrSEiw355etbgoDHrgw4Fl1PyEPnDl/+3S59D5SQCoBznCJGVhyJq7if1Su/yXxuMPiDouDFwOLgcUNKg2LeRAPQdzDxUK4WC4uFSVVbjgXJRnuiSseAj1HENpuf7xYDK9HP7xILqHWGspAREQaNHVqe9eg5cydC3/7mx+sCLfQr4tjj23+tnl5sG4d3HAD3NAy1dnsbE6fP5HWpqBJ63kRuCSYPoT6/80+NGP6hU08Znrc30OoI2hi/q/EQzIWvbgJx2wVS5eUMmbHO0gkUjzw0DEcetiIqnXf/8H2fPP1Gnr0yOf0s3bm4+nLGDO2H598tJT16zctWHDL3zcOmADsu99QFi36DM8zHI5HJ80iNzfCLmP6culle/Gdo0cxcFAxJxz3H6Z8sIj8gggDBxZTUZHkm6/XEgoZ/3vsc/r2K2TkqB58PmsFzkE47PHr3+zN7656u956RSLw+DPf5+jDJ5GsY1CdVMr/Id85AyYbBzws4/9eRpAks11K7XhT9Xzm1v6a9BDG6ULpdXU27MooW3PftRZk27z+RjP4EZLa5Wrmb0lncbGUgxRY+pGuV9KwlAepECQ9SIQgEcbFwcUSuHiIVGUcF19OctFqUvHPqHjhaRKxEKl4mGQ8RCIWIZEIkYiFSSZCJOIRkkmPZDzsL4+HSSbDJOIh4okwyWSIZCiHeKlHImkkXIQEHkWDu1AZcyTikN+vGBfxiHbNpf8evVk9r5SB+/YmtyiXwj65FPXLJ5Ib1ghGIrLF23XXhst0BiUl/nC/eXn+o6X06rVp2/fpAzM65G3BjmFz+fyJtAUFTVrP68AKoBcw0cy2d87NrF3IzHoD3w9mK4AnN+GYjwL/F0yfY2Z/dc5lG374MCAdhZjqnJuXpUy7WreugsrKBIlEitde+bpG0CQ3N8xVv9u/an63cf059qhHmD5tSY19hEJGMtm0ZhzOwXV/nkBOJExeXpiLzn+RSCTErJnLufLq/Rg7tj/X/v4d7rrjI557di6z5/4MM2ObbXsCEM2LYGasXVPJ2jXV+U5CoRCvvvIVyaTDCxlmRjhsxOMp7rnrEwoKwpSV1T1MbzJpHHnoJEJetlDB5iUzgOLMkXL+ssyuOK5W3pL0K1K7m0/mK+WCAm6j0ErNqRqLqpqPZARzamaerT8JS9W+rM7D1Kxh/Tsz/M9o9lK1msWkgvmUX0nn/Ad4OOfhXMifdyHS6XKdM0iFSKVCpJIhnPOfUy6Ecx6ppEcyBskUfpkEpJLGqs9LSSQ84kmPFbNXkkwZiaTx0YOLSToj/pd5JDGSQML5iZsckAxy0iSC56T572x6mTPnN8DBkQzmE8E7mMKRsoxp/LLp97dqWfqlD7uqrnq9B+YTijjKyuNEwiEqKmNECyKMHtOP8rIY/YYUsaE0zuwZK9ltvwHsMKY3n0xbRs9eBey4ax9WrChj/ZoYx/1wW7yQ8eZLX7N6VTnDRnRn7/0HMf/r9YTDRmlpjOLiKD375LF2TQW9ehdiBuvXVZJfECGRSBKN+v9mOOcoKamkuDhKIpHOsxNk8HGuqkWUiEhH4hz84x+wYgUMGtTetanJzG/5IiKyqax56TOkMczsAuDGYHY6MNE5tyZjfRR4nOqWJn9xzl1ax77uA04NZn/rnLu6jnKPA8cEs3cDZztXnQLUzAYDbwODg0VHOueebdpflt1YM6eWfiIisjkzmOacG9twyc5l7Nixbqra67eps8/2n++4o33rsSnefhuuucZP/NrSeUzeest/3nffTdvP7XcE3XJTTqPpZNgcPn8iTWVmzfoOVyLY1nUbfoACYAzwiZldbmYnmtkl+IGUdMBkFnBNCxzzQmBZMH0G8J6Z/czMvm9mfwiOmQ6Y/LulAiYiIiIi0nh33uk/Oqs1a/zhhXv1ap3Er7Nn+4+W8uGHLbevzUFn//yJtCV1z2lFzrmYmR0NPAZMAAaRPTAyHTjWObeuBY75rZkdFhxzODAueNT2EHD6ph6vhl13bbGsUkuXlJKTG6Jbt+hGzdKnTV3CwQf+i3is5mgyp/x4Bx5+aAbxWMOtp86/aHd+/4cDMDM+n7WCffe6j1TKccVV+3LhJXsA8OWcVey9x72kUo7LrxjPhRePw8xIJFJ0L/oTAAcdMpxzfzaWH37/f7iU373CDAYNKmbu3DWM2bUvH01fCkB+foSSklhV8lfPs6o8JJl2H9ef40/cjr/88X3O+skYrvlt9nwnZtCrVz6XXzme22+byqyZqxr8u83beOjh1hAOU2OI5gZl5EU1LOgsYnjOMIxQ8PDwCDu/A04uIcKEiDiPMEbEeeTgVT3nuuCBEQ0euZ4jz0sRzUmRl5sgmhMnGo2RF42TG60kGo2RG60gNy9GbjTmDzmcV0lONE4kr5JwNEY4L0Y4P0YoGsfLj+FF43j5cYgmIC+Ji6ZwUUcqF1K54HKMVBhcxEiFwIVS4CX9Pzjzo50CUh44wxIelgQvQXUC2LjDi4NVgiUyksDGQlUPFwuRqgzhYhFSsRCpWJhUZZhkPEwyFjzi1c+JWIhkIkIi7ucvScRDQT6TIMdJIkwiHiaeCJFMBmWSIeLxEIlkiGTCI5EMkUh6Vd1zEkmPRBISKfO75gTP6a45ftcb/zndPScZdK1JWtANh+ruOZndcZLmd7nJ7JLjbOPuOel58HsnpYIOXVA9nd4HNZ6rPoQbrSOoZ/XbVfPcrT3vl8842SxzecP/RjWmTDYueB0a1W2sBXkepFIEI4c5nPO7F5lBPJ6iqCiHiooEhUU5lJbEGD68G19/vZadd+nDp58sxwx+et5Ybr7pQ/r1L+SWWw/j+OMeIxQyPvzoLO6952NuvhWJIUsAACAASURBVHEKXbtFmT33ZwCMHnUbK1aWceHFe3D5FeMBP7fTXrvfzRezV3HLbYfxwx/tuFFdb/jTe1x/7bv07lPAZ5+fWzXaWUMWLVzPuF3vguWXNFxYZDPnnN9CobISevZs79o0zs03+0GCaLS9ayIinY2CJq3MObfGzCYCJwA/AnYBegJrgJnAJOBe51xTfmI2dMyPzGxH4Bzge8DWQBGwHJgM3OOc25SEs63qg/cXctThkwiHPaZMP5NIxONvf53MhAOHcfAhW7HjTr059cc7cfedHxEKWVWeggfu+6xR+z/ph6O55toJVfP9BxTRtWuUNWsq2HW3flXLtx7Zg3cnn0ZZWZwePfKY9PBMjjxqa4qKcjn5RzvwzjvzOeGE7Ri3xwCuunpfhg3rxvAR3Zg1cyVHHDWCmZ+t4NCD/k0y6QiFjJKSWI1ASWbApP+AItatq6BHjzwOPGgYLzw3j5v/eRhfzV3DD04ezWOPziJWK0j0m6v3YfqHS7nxr5P5+qvGxduaEzBpKN9Kdh7Q9INVpwmpOSKOq1rrL6mZGLY6F0hdPzOryqaTwFrN55ol/SfnqB4lJ9ueM3KbbJRnpK7NmvRDtuZfnt5dOqdL9iGas9ShnoPX+Ptrlc/subkpzZlrj22UbVdVy2qndWlovoHjuhrzVhU4yZyub5u6lmXjBSM7ZQrhkbSNz4MQRijk6DuokMULS0kk/IBmOAQ9euazamU5PbvlMXhIMYVdcvlq7hp226MfhUVR5s1ZTc/eeYTDIUbv0ItFi0pZtriE8ook5RsSDBhYyPY79ubbb9excuUGxo8fxNRpS/l63hr69ivkd3/Yn4KCHF56fh5r11ayZGkJy5duYL8DBrPbuAHMmrGCSE6IbbfryVfz1rDX3oOYN3c1OTkhQmHPD/iakZMTIpFMUVmZYNWKcsxg6LCuLF1aSlFxLn37FrJ8eRlFhTn+aGeesXDBegYP6cLy5WX071/ErJkr2G77Xnw5ZzW50TBbbdWNU0/fmd69C8jPjzD147PIywvTq3cBv7lyPIcdPoKtRnSvCnJMnnYGX3+1hh136lP9PnjGux+cTklJjK5ds/8yuvjSPTnyOyMZMLC40QETgAEDi5k97zyKihQ0EfnkE3+I4cGDGy7bUaxcCY8/Died1N41EZHORjlNpMVsan/oj6Yv5aPpSzAzLvvFK4DjjruP4ukn5/Dfxz7H84y33z+Vgw74Nxs2xEmlXJOSvY4c2Z2b/nEoe+09aKPWK7FYksrKBEVFuVm3HTX8FlavKeegg4YTChnPPvMlKQchz//xUFYWJxz2mDz1DEaO6gHASy/O40cnPY5zjtE79mbqlOpEtV265lJaEiOZdGw1oitHH7sNkx6aSd8+BUwPWqb4iSCNXXfrz41/P4QDxt9PRUUdQ+d0dllamlQlfnX+j88wfquTdMuSMCFCeEScESEUPHvkuhARLGhl4pHr0i1NINcgL+SI5iTJy02QlxsnNzdGXtRvWRKNVpIbrfRbmURj5OZVEgmmI3n+IxS0NgnlBS1N8uJYNI7lJSCaxOXVamkSMVIRcGGPVMThvLpamgTJW6tamhheIhhqOAlepd/ixB9uGKzSy2hp4kEsnNHSJOy3MomF/ZFyKkMkY5GghUmousVJ0LokEQ+TTNRsaZIePScRtDhJJr3qVieJMPGE55dL+iPpJJMh4gkjmfJbnKRS1a1MEs5IOogDKVezpYmLQCIORBxdB+XRdUgei75YR363CN0HF0Cuo6BrlNxohIqKOGMPG8iKxWUkYim69IwybJfulK6uZNgO3SkviVNZnqC4R5SuPaN4nlc1SpVIS2luf+iOTjlN2l76UqSzXYrH43DOOVBWBl27tt5x0rk20rk3miud0+S0HztWroS77vJH1tnSddbPn8imaO53uFqaSIewYUOcQyY+iEs5Tj19Jy68ZBw3/fUDzjr9aY4/cTs8zxg4qIiJ+z9IWVm8arsuXaOsXlVe777DYeP7J43mpn8cSiSSfZjTnJwQOTnV69aurWD+t+vYYcfemBk5OR6ppGPp0jI+/WRpVesWl3IkEv6d5FTKMXPGCoqLc8nJDTHxoOH84rI9icVSvPRCzQGK1q2t5MSTtuORh2cxb+5a/vrnyQAsWVxSVcY5SCQcH36wmD59Cpkx+6f873+z+OXFrzbhle0cqocZrm4/4fBHDfHwqtooeFmaGRhB1wjzAyx+KwzPv+fvapW0jRbW2Yoi3Y0qU9W8WY2Ah9WecBmPqhVZrkoyh/3J0qwiPeKPAS59yHSRkB+AsXRdvAR4YGGDZALzDAsFwxSHDC+UIBXy8JIeRFKQa7j8ruREu5LfYwDJcITowEGk8Mjt14eCIf2wSIRQXg5euJMMD9y7vSsgIrL5e+YZWLwYhgxp75o0TU6O/z1+111w+eXtXRsR6UwUNJEOIRQy8vMilJfH6dOnkONP3I6//WUyzsFWI7rx4Udn8sfr3mXSQ/6ozenhOHfbrR8vvvBVnfs9+eTR3HrnkVXzq1Zu4M03vmXZslJWrtjALy7bi7y8SI1tEokUu+9yJ2vXVnLZ/+3NJZfuyWFHbM09d33MrJkryMsLY5bk5xfszh3/nEZBYYQhQ7qy40596NU7jx22vY1IJMSU6Wdy6WV788Tjs/njte8C0KtXHitW+EGeRx6etVF9v3P0SObMWY3nOWbO8HOUpFKO2279kEcnzWLJkpKsP+a33bYHzuCLz1dttC4U8oczTTWja05b3oWo3d3Eb20SDLmKHxgJBd1yUsHS9NDDmbGQdNeL2kMP+71t3EbLnLOsgxD7w/Omh+uttVEq6OrkN5fwyybAkgZJP+eIhR2WApdwfi4ZL1iH4QgRzFQ3sfEKgBikIhDaE/N2hNBqwsXHYd5ALLWacO4wzNRqQkRE2sfatfDAA523pUa/fv6IPzNmwOjR7V0bEeksFDSRDiE3N8yU6Wfy1bw1jNtzAGbGff86mhv+/D6/vfItrvnt21xwcXU+W+cgmUzVGzABuPmfh5NIpKqa53/niEl8MXsVsVgSz4OysjijtunJvvsPYautugF+0GTNmgpSKce336wFIJoXBhzxeJIPpp9N376FTHpoJpWVSWKxFLfctjcHHTycW2/5MOjqk2TCfg/w4MPHkpdXfZqtWlXOyJHdmTNn9UZ1jUQ87v3XMYTDHslkimEDb2Lt2koA/nz9+4CfbHHwkGIGDCgGc3zw/mJ69sqnb/8iXn/1m432ecFFu/Ory/fhwymL+c7hk7K/SLUaQWQGZVoqWBIKQbKRPYsy21s4UkFnnfR8dU6TzDBLZjWTpMghVKOxR+20GA4/aWUq5eGckUp5JJMWPEIkE+YnOY15eCHD88IkKhOYl4OFkjhLErYwLjePcCKF5fbDK+wKWx2NdR0JkTwiOT2a8UrVp1sL709ERNrTmDHtXYOme+QRP/lrWyRTbY0Es54HhYVw661+YthQJ2lI2Ro64+dPpL0oaCIdRu8+BfTuU1A1f8RRIzn91KcASCYdhYU53HLboZx3rp/DtqEf9MccO4ozf/w0/33sc373h/258OI9/ISdwS/oVAruvH06zkG37lHmfXs+ANFomEf++z1mfLacU0/bifLyOAu+XU88nsLzjL/+eTI33XIoRx09ksf/N5uiohzG7+tnQuvduwDP8/OsLF1Syik/eJzvnbgdXbvmsnZtJakUzJ27msFDi5n/zXq6dMklmUpRWhInHk/xzNNz+PCDxUSjIX71f3vzx+veY+TIHnzwwaKqv3nJkjKWLS3j8iv35aPpy1i3tpI1dXRR+uKLVRQU5HD6KU/V/ULVkwC0qdIjaNTW2IBJZpVSVDfCCMYlgqAVicORJIVHKGiB4ndfiTtHCI8EDi8YbSXpjBh+4CSEYc6Rk5tDn736MGD3HhT3zsGzON1Hd6fnzv0IRcN+exbP2yj3jYiISEuZNq29a9A0S5bA00/7rTXawnHHtc5+u3eHr76CN9+ECRMaLr+56myfP5H2pKCJdGg33Hgw1/7+bbbfoTfHHLcN+4y7p8FtevTI5eXXT+GpJ+dw9RVvAvDk419w4cV78PRz3+fNN77lnrs/4q035hOP+7/w8/Oru+jc+NfJXPWbN9j/gKGcf+E4/vPILJ55Zg7O+V1lPvt0GVMmL2T3PQbyxNMn1jj2IYdtxYQDhzFr5grWr69k2bIy/vH3KTWCBqkUDBvalZ+cuytdukZZOH8d1/3hPfLywvz0nGcpLanO2ZKbG+KY40bVCJrgHOYZqaTDpRzJlKOgMCfrazFqm57su9e9rFy5ocHXLVu3n1DIH40iHvdXdO0WZcSIbpgHH36wZKN91NUFqK7hldPyoyEqKmpubICZHyS5/A/jOePcMfz+0jf5YsZKTjhlewoKIiz4soQ5n65k34MHs351nFE79WDIqC7MeHsZO+zTh77Dixv8u0VERKRhDz3kP4c7+a8HM+jRw080u8cekJ/f3jUSkY6uk/+zJ5u7k0/ZkZNP2RGAG/7yPhs2NDz07fEnjmbE1j244zY/hB4OGxMOHIZzjh498znue9tyzHHbcO9dH/HLS18hPy/Ci6+eXLX9Ky99hXPw3nsLANhtXH/y8iLk5YUpWV/J1A+XMPGAB7npH4dy2uk7A36ulFWryhk5qgf/ffIEPv5oCQeMf4Bk0pGXF6K83I+apAMTb74xnzffmA/AsOF+6vny8kSNrjzgB2lmfb6ScLh6aOVUyhGLpbjqijcw81t3vPvOgqptthrRlXlz1zJwYDE5kRAff7Ssap3nGSNHdWf1qnJisQRDh3ejsDCHd99ZQMjzuPDicfzj5g8pL/df52SSGqMTrV1TwbSpS3jmhZO47+6P+c+jn9f7Xnge/O4PB3DQwcM579zn+XDK4qp1Rxw5gpde/IoBA4q4/k8TOeX7j9O9Rx7PvfqDqlw2Tz72Bd26Rdn/oGEAXPuPifW/+YF+wxQsERERaSkLFsCrr0L//u1dk5ZRWAjz58OTT2oIYhFpmIIm0uEtWriesrIYv7vyzQbLdumSw7x5azj91Ke4+pr9+f1Vb7FsWRl/v/EDVq/ewJW/3Z9u3aJ4nnHG2WOYeMhwunfPqzHU8F9vOoTrr32H40/cHoChQ7vy7aILKC2NMWqrf1BaEgNg6pRFnHb6zqxdW8HOo2+nsjLJrbcfzvdO2I777/20KtiQDpj07JlH336FzPhsRY06h8PVXUB6987n22/XA3DIYcMZMLCYB+//jJwcj9xcj1gsSTJZ3SLDz+1Sva9oXpj5364nNxripz/flT33Gszfb5pMZUUKMzjokOG8+Hz1SD4fT68OqCRdisnvL6KiojowVVAQqTFaUfqYzz3zJbfdeSRdu0V5/dVvWLBgPbFYkry8COedvxv33/cJq1Zu4F8PH8sRR44E4KXXTua5Z7/k1Ze/Zoed+nD6GTsz54tVDBxUTEFBDivLfrnR+3nsCdvW+V6LiIh0Zp1pyNeHHvJvhLRlDpCWGnK4Ln37wsMPw0EHtU7+lI6uM33+RNqbhmGQDiuVclxy4UuM3uY2xu16V73/qHftGuWTmeewy5h+vPziVzz5+OfMnbOaS365J54HlZVJHrjvUy4474Ua2w0Z0pWiolzmf7uOmTOWAzByVA/uuf9oDjt8RFU5M6OoKJeHHjmWXr3z2XmXPlz/Z7/VQ2lJjIqKBKmU45sgceyx39uGUMgIhYy99h4IwMqV5cz4bAVdu+YGdc7F84zly6u7zqRc9QXJi89/xTdfrcU59//s3Xd8U1UbwPHfSdKmixba0sHee++hgOy9FAURRUVwve7xunG8DhQRlK2IiCxBVEBkyd57b0qhzBZaWiht0+S8f9y2tEKBQtp0PN/P536S3Jzc89xyaZMn5zyH5GT4dkwnXnmtCW3alk37Q2f61//ghKvJ2GwOEhPsvP3mciJOXqJbt8pYLAqLxcShgxcy/Rn6+VkJDvFOK5pbrlwRXnylMW5uJkqV9uPLr9tRtVogVquZLt0q4e5uZvg3Hdi2ewiRMa9zNPwFwiJe4N0PWrDnwDMcPfFiWsIEjNWOunWvzDffduTJQXVRSlG5SiDe3jeeWiSEEEII1zt50qj/kVO1THKKu7vxxdPUqa6ORAiR28lIE5Frff3VeiZ9vz3D9JAb8Q/w4HjES/z5+wFWLA9P2av4duQmAH76pSevvriEqKh4QkK9r3v9ifBLNKr3PQ6H5ufpvejQsXymfb3+ylIiz8ejHaSNTilR0pepM3qzZ/c5+jxUnfPnrvBov9+xWEz8MqMXZ05fYd3aCCMqBSNGdWDlinAmT9qJUpCUaKdqtUAUMHf+Q3wydBU/T9kNwM4d53jtjaYEBHox5Kn52JKMUSa+flYaNS7G+O+78OH7q5gyeVdajCEh3pw9ewWl4MmBf5KU8prSZXz54KOWPPHonyilefOtewgs6kWNWkHYkuw0v6ckycma/gNqUr16UYJDfFAKHuxbnWLFCuHhYWHIM/XRWt+wQGpg0WuTgq1WC1ar/HoRQggh8rpZs1JrnLk6EucLDYVFi6BHDyhb1tXRCCFyK/lUI3KFq1dtJCc70hIRdruDeX8cQt9izKBS4OlhFHEd/OQCANzdzVSuEpA2qsLL0411m5/g4P4oGjS6fjLu5ctJJCc7cDg0B/ZHkpCQzHcjN/H2e/dSrVogI7/ZSOs2ZWnbrhy976/KZ/9bQ9fulTIco0HDYjz1+Dw++2QNH3zUkvirNmzJdh68fzZlyxfB3d2EwwEr1w6kZq0gvvhsHWAkXhYs6kftOiForRk5YiN2B7z2RlOm/LSLl19twnP/acjPU3amJUzAGN2yds1J1q2JoGu3Ssydc4CkJDtt2pXly6/b8dUX6wkt5sOIrzYAxqo/bduVpff9VanfIJSr8clUqXr9WFR3d2jbrlyGfeXKZVzqVlaUEUIIIQqGM2fyVy2TfzObjfc+EybAp59em7IihBDpSdJEuNyZ03E0qDuRxAQ7S1cMoE7dEDasj2DfvshbrrpiMil8CrnzQM9ZNG5anOXLjuPj48buXecJDPQATPTuMYuhH7fi4f41MJuv/5qkWvWi+Ad4cu7sZWZO38fZM5eJiorntZcXU6dOCL/N2c+40Vs5E/UKb717D2+81ey645w/d5m4uETsds20qbt57j8NGPn1JpLtDo4ejqZylQCa31OSzRtPUblKAM8+34C3//sPXbpVpHadEABWrwznw/dXojX8953mHDn+HwBsNjv/fW1ZWl+pRWG1Azy93Bjx1Qbi4pIwmxUzfn0AgJHfdQSg/yM1WfT3UU6fiuP5FxsBxpQkIYQQQohbmTs352uZ5LTgYNi+3djq1XN1NEKI3CgfDrQTec3Cvw4TF5tEUpKdr79aD0DVakUJCPC65agGrTUHD1xg8aJjmJTiQuzr9H7AKB4aFZVAVFQ8NpuD999ZTvXKY5g758arvVStGoi7u5myZQvTr38N3NxM9B9Qk3oNQjCZFGXKFsbd3XjHcPz4Jbp1ms6wz9amvb5CRX9KljJWbAkPjyXiZBxgJHtMJuMcJn2/g5deWMSjD89l1ox9XI5LYvq0PWlJoa++XI/drnE4NM3vKXldjB4eZurVD8HNzYy71cxPU3vQvkN5Xv9vM8qWLczrbza77jUlS/kxaHA93v+wJf7+njf9WQohhBBCpIqOhr/+MpIK+ZlS4OsL48ZB8q0XaRRCFEAy0kS4nC352rST1JVh/P09WbriERrV+wGbLemGr1MKypcvwpEj0WgNNWsF4eZm5uuRHZj3x0HOnTMKrLq5m7AlOYiPT2bwk/NZtzaCRwfWomata+8CZv32APv2RlGjZlHc3Mz87/PWac/16FmFokHXEjhff7meVSvDWb3qBE8+VZfBg+azdPExXn2jKQf3X2DAwFosWxKGm5uZgEArv855gB5dZ6Ydb83qE8TFJeHlbaFmrSAWLjhMl26VaNSoOGtWnaBmrWDubVE6rb2bm5nVGx5n145zdOhUnoULjlC6TGHqNzAqsrVuU5ad+56+238GIYQQQog0f/0FDgdYCsCnhSJFIDwcVqyAtm1dHY0QIrcpAL8GXUcp5Qm0BVoDDYFKQGEgATgFbACmaq2XZXqQrPd5HCh9q3YpVmqtWzmr7zs18PE6rF11kuiYBEaP68KRIxfp2WUGJ07E3rB9QIAn3XpUZM3qk7z3YUsmjtvK5ctJvPxak7Q2Le8rw6wZ+/Ap5EZwkA9Hj0YDkGx3MOn77UyZvJPw0y/h4WH8F7BaLdStF3LD/kqU9M3wuPcDVfl15j7qNwilcBEP/lkahtawbcsZfp/fFzDqgnTtXpEaNYL44/eDxMQkpL0+Li4JrY1aK9u2nGXggD/Ytmsw77x/L489XpuQUJ/rYihXrkhabZHUkTRCCCGEyLvGj3d1BJmLj4c5cyAoyHUx3HtvzvYXEADffw/NmoGX163b53W5+foTIreRpEk2UUr1B8YB138CBjegSso2UCn1N/Co1joyB0PMNaxWC1Om9UqbpjLlx51ERNw4YQIQH29j86YzHDkczcsv/M3FC0ZC4otP13D8+CWKFSvEhB+60rRZCd56Yxlnz16mfcfytGlblp07zjJ3zgE8PCyYzbeu9rVm9Qn8/KwZRqW0aVuW05Gv8J9nFtKz20y+/LodSxYdY+jHLdPaWCwmWrYqA4BPIXe0NkbGtGpdmtWrTpJsc1CrTjBrV5/Ey8sNXz8rSilKlvK7kx+hEEIIIfKYwYNdHUHmVqyAq1ehaFHXxVA1h78j8vGBEyfgzz+hb9+c7dsVcvP1J0RuI0mT7FOWawmTM8ASYDNwHvAG7gX6AR5AR2CpUqqp1jreSf1HArf6dRjlpL7u2vHjMbRo+iMmk+K3Px4kINCTyPNXb9j26tVkypYrzIH9UXh5uXMhykia/PnHoZRaIpCQkMyZ03HY7RqtHYwY2Z6SpfxwOIwldStVCsDN7eZVzeb9cZBBT8wDDWs2PkHFiv5pz23fdpbZv+7Dbte0b1+OmXMeyPQ4G9ZHYDIpTCbF+IldmThhOwf2RTFiVAeuxNsoUsQDPz+PrP7IhBBCCCGczm6H6dPB3//WbfOb4GDj3Nu1M0aeCCEESNIku60FPgcWaq3t/3ruR6XUV8BSIBSoBbwJfOCkvuO11r876VjZbs2qcGJiEgF4pP9vmSZMUn3+ZRtGjOzA3wuP8J9n/wag+T0lmTl9HwC/ztxHYqIdk0kxbdb9aSM4TCaVoV7IzdhsDhTgABx2R4bnqlUPpFLlAM6dvUL7juVvepxXXm3K2dOXadKsBCGhhXjvgxa31b8QQggh8q8JE4zb3PaN/5YtEBUFpUq5No79KbX7c3LEidUKNpuROHn++Zzr1xVy6/UnRG4kSZPsM1pr/cnNGmit9ymlBgPzUnYNxHlJkzwlsOi1yaMRJy7fsI271QQannyqLl6ebnw0dBV/zD1Ij16VGfBYTf78/RDVqxdl//4oEhONHJXDoWnbruxtxeBwaB7o9SsbN0Twy4ze9Lq/Cl7ebvj7e1K5SmCGtt7e7qzd+MRtHbdESV+mzbr/ttoKIYQQomAYMsS4zU0fWrWGmTPB29vVkcDq1cZtTk/TCQ01iuB27+76xFF2yo3XnxC5lSRNsonWOvo2my4ErmBM2SmllPLVWmde0COfsifrW7b5bkwn+j5ck+ee/ovypb9Fp7xk/p+H2LcnksOHL+LtbcFqNXP1qrFmnMkEZvPNV9bWWvPSfxbxz7IwTpy4hHbAzOl7aXVfGTp2qnC3pyaEEEIIkSccO2aM8ChZ0tWRuI7FYmyTJsEHHxg16YQQBdvNP02KbJcybSd9HRNPV8XiKsnJDj75aNUt282eZYzTXLvmJFqD1WrUJPH2duOeFiUxm42pN7N/74OXlxtAWt2S/76+lKKFv2Ts6M2sW3OS0MDhtG7xEzabnZiYRH76cSfhxy9RpUogjZsU56VXGmfT2QohhBBC5E5//mkkDAp6oiA4GDZsgH37XB2JECI3kJEmLqaUCgJSa5PHYxRwdYYApdRSjFophYFLQBiwHJigtT7qpH7uyrw/DrLwryPs3XPzmrTu7iZefaMpVSuOJuFqMj17VaZ7r8qsWnkC/yIetGlXlnfea0FgUS9MJsWKNY8ybsxWhjxTH4Bfpu4mMdHOT5N20rptLPHxNnbuOMfp03GUKuVHv/41WL3qBKNGd6Jxk+I5cepCCCGEELlGdDQsXQohIa6OxPVMJmOK0rhxMHKk8VgIUXBJ0sT10s8k/Ftr7ci0Zdb4AG3SPQ5M2RoCryqlvgTevUGB2hxzYH8Uj/SbmzbN5mbc3S1ERcZzIeoqWmvati/H8GHr2bvHyDF9PXwDpUr6kpBop0vXioz8riPffNsx7fXDR7Rn3JgtfPBRS86fu0KRIh60bluWUqX8UEoxdkKX7DpNIYQQQohcb+lScDiMkSbCWD3n8GFjxEmzZq6ORgjhSvJr0YWUUuWAt9Lt+txJhz4N/A3sAM4B7kAFoDdQEzAD/8VYtWdgVg6slFqR2XP169fPUpCFC3vcNGFisZjw9LLQsGExnnm+IS1alqJ1m7IsXnSU115ZQtu2Zdm/LwqtNVpDREQsDgf8+MMOvvy6He7u15YUfrBvdR7sWx2A6pXHcPFiAhvWn0IV9PGnQgghhCjwbDaYMwcCA2/dtqBQCooUgfHjoWFDcHNzdURCCFeRpImLKKW8gblA6rIxo7XWm51w6EeAdZmMWBmqlHoG+BYjcfKYUmqJ1voXJ/SbZaNGbLjp8xu3PUGFCgEZEhvPPF+f5f+EoYGuPSrx+ZdtOXLkIv/7aDUmE0RFXaV7j0oZEib/1qt3FUZ9s4kevSo761SEEEIIIfKszZvh0qX8vVrMnfD1hfBwYxROp06ujkYI4SpK387ciHxKKTUIKOGMY2mth2ahXzPw6hHqrAAAIABJREFUG9A9Zdc2oLnWOsEZsdxG/28D/0t5eEBr7ZTF3Bo0aKC3bNlyW21PnrhE9cpjM32+UeNiLFk+4LqRIA6HZuSIjVyOS+TNt++5aXLkZux2xy1X1RFCCCH+TSm1VWvdwNVxOFtW/oaL/EVreOUViIgAf39XR+N84ycY7yWHDL6zzzzx8ZCYCJMng5fXLZsLIXKxO/0bXtBHmgwCnLVMytDbaaSUMgGTuZYwOQh0yqmESYqvgTcAP6CKUqqc1vpYDvbPX38dzvDYbFbY7cYfs2rVA1m64tEbvs5kUrz8apO77l8SJkIIIYQQEBYGBw4U7GWGb8bLC6KiYP58ePBBV0cjhHAF+eSYg5QxbGI8xhQagKNAG631+ZyMIyVBk35uTI7PU/lmeMapOakJE4CwYzHYbJnXpw0LiyHy/BWioxOw251VN1cIIYQQouBZsADMZllm+GaCg2HaNGMKkxCi4CnQSROtdROttXLGdptdfocxugUgHGittT6VPWd3SxfS3S+Skx3HxCRwKuJyps9brRbq157I55+uYdovu1m/9mTac0uXHKNR3YlUrTiGciVH0rzxJByOGw+3/GHidpo2/IHl/xx39ikIIYQQQtyV+vWNzZXi4mDxYggKcm0cN/Lbb8aWG1itkJSUe+Jxhtxw/QmRVxT06Tk5Rin1DfBsysMIjITJCReGFJDufkxOdZqc7KBlsx8zfd5kgqsJNmLCEvj04zV4eFgAzfbdQyhewpcT4ZdQSqWNRDmwP4qnnpjHY4/XpkXL0hmO9e5b/3Dlio3331nO6vWPZ+dpCSGEEEJkybZtro4AVq4Euz13rgwTFeXqCDIKCTFWGOrWLX+sMpQbrj8h8gpJmuQApdQw4MWUh2cwEiY5WkPkX/FYgfSFQQ7lVN+P9P2NsLAbj21UCpo2L8n+vZEkJhhJkdTlhGMvJVK8BAx4rBaJiXasVjPbtp5h1cpwfp25j6WLjxF++iUAPvpgJatWhtOzd2Xm/XGIIc9IGl0IIYQQIj2HA2bPhsKFXR1J3uDmZhTNnTULnn321u2FEPlHgZ6ekxOUUp8Ar6c8PIeRMDl8k5fkhFcwisACHNZaH8mpjsPCMg5q8fIyp82hrVs/hOHftMfTyw2TSREU7E2Fiv5orXlswO8AuLmZeea5BjwxqC7fje1Mr/urYjIpmjYzFkG6EBXP119tYNPG04Ai4twrPPJorZw6PSGEEEKIPGHPHjh/HgoVcnUkeUdIiFED5uxZV0cihMhJkjTJRkqpd4F3Uh5GYhR9PXCHxxqqlNIp2+RM2ryjlLrp8sFKqaeBj9Pt+l9mbZ3t0qUEwsKiM+yrUDGAEd92pHadIBo2LMbkH3ZwKiIOh0Mz548+BAZ6kZzs4MD+CzSqN5H9+yIzvP7Dj1tx7OQLTP/1fgCK+HvSpm1Z/Pys9OtfI6dOTQghhBAiT/n9d3B3d3UUeYvFYoyMnj7d1ZEIIXJSptNzlFItgF1a6xyrd5GfKKWeImNy4jugolKq4i1eukZrfaezOPsAnyiltgMrgf1ANOAOVAB6A+mHXUwFptxhX1myedMpOrSZSnJyxqKtu3ae5/WXF2MyKQ4dvEj9hqFpzz3z1AK+/7E7TRv+AMCB/RcY/uV6vv+xe1qbE+GXmD1rH916VqZiRX9MJsWcP2Q9OCGEEEKIzERGwoYNULy4qyPJe0JCYMkS6NMHSpRwdTRCiJxws5omKwCHUqqb1nphDsWTnzT/1+MPb/N192H87O9G3ZQtM8nA58CHWusbLz3jZM8NWXBdwiSVzebAZAbtgPVrI9L2Hz58karVAmndtgzLlhxHKbj/gapMmbyTwoU96N6zMo/0+43du87z0+Sd7Nz7dE6cihBCCCFEnrZ0qXFrkjHnWWY2G9v06fD667duL4TI+25VCFYBGeppK6XaAHu11jKbL/cZALQAmgLVgUCMVXJMwEVgH8YIlEk5vdRxUspqN/9mMoGnlxsVK/mzY9s57HYjsWJxMzF6bGdaNv+J3bvOYbGYMJsVkZHxvP7KEgCKl/CldOnC7N8XRcmSvjl2LkIIIYQQd+upp1zTr81mTM3J7SvAVKni6ggyFxICy5dD375QsqSro7kzrrr+hMiLbpY0SQbMGImT9JZgjEDppbWel22R5XFa64HAQCcebygw9BZtdgO7gdHO6tdZunSrzLffbLpuv8MBVy7b2LHtXIb9bhYTjZoUZ+/gBdjtmiZNi/Hc8w3ZszeSpCQ77u5mxo7ezPbtZxj+TXse6lc9p05FCCGEEOKuTZjgmn63bIHYWChVyjX9364WLVwdQeZMJmObNg3efNPV0dwZV11/QuRFNxuUl7oubNEbPKe4PpkixHXCj8fQvNEPrFx+PMP+lq1Kpa2ak6pcOT8GDalL2XKFefeDFpQu7cfLrzahVesyHDxwgScG/smXn69Da02HjuX5deY+ToTHsmxJGFarrJ4thBBCCHErc+eCl5ero8j7QkNh5Uo4edLVkQghstvNkiYHU2575EQgIn96Zsh8du+OZNfO82n7LBYTTwyqS5OmxTGbFSYT/OelRqzbPIi33r6HnXuf5vkXGvL3X0cIDvFm2PC2XLliQ2uNn58Vk8lExy4VeOLJOpQu7cczzzVw4RkKIYQQQmTd1q3GlpMiIoylhgMCcrbfOxEZaWy5lcl0rbZJXuSK60+IvOpmX88vBJoBnZVS8zFWf1mVI1GJfMPDw+26fcnJDgYO+AOANm3LUqKULx9+3JJ7m0zmwIEo3hvagtOn4pgwbhsA3XtWZtJP3dm7N5Knn62PzebA19fKw/1r5ui5CCGEEEI4S4OU73xypiS/YdEiY8ncf4/2zY3mzjVuBw92bRw3Exxs1DZ5+OG8t5KOK64/IfKqmyVNvgWeAkoBnVK29NU8eymlHMD2nC4qKvKOoKAbj/9M/QW9Ynk4FouJBx+sxoEDUTgcmk8/XoPd7khr6+FhpnvPynTvWZlLlxK4t+mPXLxwldm/P0jLVqVz4jSEEEIIIfK0hARYsACK3mjivbgjqSvpzJwJr77q6miEENkl0+k5WutY4F7gb67VMElNsijgUeAP4IRSKlIptVgpNUwp1U8pVVWpvJDDFtmtddtymM3GpaAU+PpZAbBaTRQuYsViMaFMEB2dwLRZ9/PIo7UAY8ijj48xSmX+vMOcCDdK7JwIv8TFi1dJSrLTrdN03nt7uQvOSgghhBAib9m4Ea5eBavV1ZHkLyEhsGwZnDnj6kiEENnlpquza61Paq07A1WB14C5qU9xLZGiMJa1bQO8CkwF9gCXlVIblFJjlVJDlFKNlFIe2XQeIhf64vO1PP3UAtzcTLzyWhPMZkXspUSqVA0gKclB83tKMW5iF0aM6kDX7pXo1LkCo8d1Zt5fffnof63TRqPEX7Fxb9Mf+eXnXQwc8Ae1agWn9TFxwja0jCsUQgghhMiU1jB7NhQq5OpI8h+z2fhicPZsV0cihMgut7XkiNb6IEZh2K9TpuQAvA1cAOqmbDWB9HMxPIGGKVsqh1LqkNZa1ofN57ZtPcOwz9aSbHOQbIPY2KS0JEjYsRi0hgXzDlOokDsTfuiW4bVNm5ekafOSVK9elOefXciJ8EtERycw7PN1hB2LydD2aryNQwcvULlKYE6dmhBCCCFEnhIWBkeP5r26G3lFSAj8/Tc89BAEBbk6GiGEs910pMkt7NNaT9RaP6u1bgoUAqoB/YGvgKUYSZX0I1LMQJW7C1nkBUFB3tiSrtUlmT/vII2bGKvl9HmoGl7extSbeX8cYvS3m254jFaty7B7/9MMfLw2VaoE8PqbzbBYTJjMioqV/DGbFRUq+FO6TOEcOSchhBBCiLxo4UJj6rNMns8elpSvoVOL1woh8pfbGmnyL69hJEfOpd+pjTkSB1K2tMW3lFIlMEai1OHaqBSRz5Uo6Yu/vwcXLyYAcPbMFUJDfTh49HmSkx1ER19l6+aznD17mbff/IeBT9TB29v9uuMopVAmRVhYDOfOXia0mA/nzl6hWLFCbN2Zi8upCyGEEELkAleuwOLFMgIiuwUHw/z50KcP+Pu7OhohhDNlOWmitf46i+0jgAhgXlb7Enlbl24V+fmn3WmPjxyOJijYmyFPzuev+UfQGtzcTDRtXjLTbz6OHYvmxx92APDdt5tZseYxli4Oo2evyjlxCkIIIYQQ2WLLlpzpZ+1aSEoCN7ec6c9ZevVydQRZ4+YGdjv8+ScMHOjqaG4tp64/IfKDu5meI0SmYmMT2bsnEgCrVREQ4MkXX7Vl3dqTnDkbl1bfpG27chw5dIHiQSP44N3lNyzqarGYUAoe7l+D0qUL8+RTdQkIvPFSxkIIIYQQeUH9+saWnVILwBbOgzOZixbNe8sjBwcbU3RiY10dya3lxPUnRH5xJ9NzhLil2bP2sW3rWQASEzU221U+eG8FkefjATCZFA6HZvPm01y8EI/DASOGbyQ4xIdnnzdqB9tsdrw83Vi++lGW/3Ocrt0quux8hBBCCCHymoMH4eRJKFnS1ZEUDO7uYLPBggXQr5+roxFCOIuMNBHZoknTjOXZHQ7SEibGY2NESXCwF/fcWyptvy3JDsDuXeeoWnEMVSuN5qth6/jskzXc02QyUZHxCCGEEELkdYMHG1t2mj/fKFKaFwvArlplbHlNUBD8+qtRSyY3y4nrT4j84q5Gmiil3IBGGIVhiwAet/M6rfVHd9NvXqGUmgw8drvttdZO+5OW8m8zEOiL8e/jD0QC24GpwCx9o7kwTrB1yxkGP/knhQq5ExeXlBKP8ZzWUDTIi6jIeNytZt5+917OnLnM2jUnUUrRpJmRbOnZdQaRkVcBOHzoImAkWpKTHdd3KIQQQgiRx0ycaNxOmJA9x790CVasMKaM5EUHDhi3LVq4No6sslrh6lVYtAh693Z1NJnL7utPiPzkjpImKR/I3wGex0iWZFWBSJq4ilKqDPAb169UVDxl6woMUkr10VrHOLv/70Zt5PCh6Az70qdnUkecvPBiY74ath6tNRaLCW9vd8qVMy6n0mWLEBOTSLnyRZg15wG2bD5DmbKFCQn1STvO3wuPsG9vJD16Vmb0t5tp264cnbvKFB4hhBBCiBUrjMKkFpmMn+OKFoXp06FzZ/C4ra+UhRC5WZZ/jSqlzBgr4bRL3ZXFQ2TL6IY8YAhwPrs7UUoVBhYCVVJ27QcmYaxgVAEYDJQE2gK/KaXaa62TnRlDalJEqYzJEotFoTXY7cbO3+bs5+gRI7kyanRH+vWvgZubmT9/P4inh4VmzUsyZVpPihTxpIi/J+3um0pUZDx/LX4YX18r/R/6DYdDM2XyTo6HxTB50k7ORL2C1SrvDoQQQghRcDkcMGeOLH3rKp6eEBkJy5ZBly6ujkYIcbfu5NPlYKB9yv1kYCbwD3AKSHRSXPnRYq318Rzo5wOuJUz+BnpprRNSn1RKjQGWYoxCuQ8jmTPaWZ1P/nEH69dFAEbCxGxWPPdCA5rfU5o/5h5g2tQ9KAV9+lYHh05LmrS6rzRWq4WHHpjNwgVHAOO17VtPJexYDO+8dw/Hjl7EbtcsWXyMxx6vjTIp7DYHJ8IvYTKZqFjJH3d3s7NORQghhBAiT9q9G6KipACsKwUEwNSp0K6dUSBWCJF33UnS5JGU28tAG631ZifGI+6CUioIeDbl4RXgsfQJEwCt9UWl1KPALoxRQu8ppcZpre3OiOGToaux2a7VHdFa858XGhMc4sNLz/+dsg8aNizG+LHXFoiPjk6kTFk4eCAqbZ/drjl44AIAO3ee44E+1Th9Jo6H+lbHx8edvv2qM3PGXnx9razf9AT+AV6ovFjpTAghhBDCiX7/XT6ou5q3N5w4AStXGokTIUTedSer51TDmGIzThImuU5PIPVP5HSt9Q2nA2mt92CMDgIIBlo6K4CXX21M4SLWtMKvJpMpLYkycVJXgoO9MZkUH7y7gvoNigHGiJKAAE+01jRvXorAop60blMGi8WE2ayoVz+Et9+9lzETuvD7vL4EFvUCYMSoDvwyozfrNj5BULAPFossBiWEEEKIgu38edi0yairIVzL3x+mTDGWIRZC5F138inTLeV2y01bCVdon+7+37dom/75js4K4LkXGhF+6iXeG9qCsuUK82DfqiQmJpOQkEyLVmUYNaYTVqsZrTVdu1Vk266n2H/4OUqV9uPM6ctMnbqLqMirREdfpfm9Jek/oCbLVj5KpcoB1/Xl5mamfYfyBIf4oLVm8d9HWb/2pLNORQghhBAi29SrZ2zOtmSJMarXlMe/SwoMNLa8zMfHmCa1erWrI7ledl1/QuRHdzI95yRQCbA6OZb8bqJSqjLGyI6rwGlgLfCz1tpZq9DXSHd/6y3apk961ci0VRaNHLGR5f+E0aZtOc6eucysGfuYNWM/FSoWYePWQbTvUI5nnmuAyaTo0q1ShtEhsXGJ6JSZPdu3neODj1ry6utNb9jPlStJ9Ogyg+joBH79rQ89u83geNgl3N3N/LPqUWrVzqPr6wkhhBCiQNh6q3dqdyApCebOzR+jTHLzcr1ZUaQI/PSTsXRyblrJKDuuPyHyqzv5r/sXUBloAvzs3HDytbbp7rsDfkBVjKV/FwCPaq0v3unBlVImoHzKQzvGajk3E57ufqUs9LMis+fq1KnHB++uwOHQ7Nl9nsREO0qBw+Hg0MGLTJm8i1Kl/fhu1Gb8/Ky8+Epj/PyurcMW4O+Jm5vCZjNW19m542ymcWzdcoZdO89hs9np3mU6ESdjAbDbHTJNRwghhBAF0qZNcOWKUYRU5A6FChm1TdasgVatXB2NEOJO3Mmny2+AS8BjSqlyTo4nP4oDfgP+C/QH+gKvAYvTtekCrFRK+d5FPz5cS4LF3MYywhfS3S98F/2mMZsVTZuXwGyG8+ficTg0hQq506RpCSwWE6+/soQF8w6jtSY2NpGzZy5neH3RIG/q1gtNe/zaG80y7atR4+K0bFUGUJwIjyUgwIsmTYszc/b9VKueD75eEUIIIYTIAq3h11+NKSEidylcGCZPhuRbvTsXQuRKWU6aaK1PYnzwB1iqlMr8k634FgjVWt+vtf5Caz1Naz1Taz1ca90BaAGkFmutAQy/i77S/4lMyLTVNVfT3S90u51orVtltgEsXNyfBx+qntY+JiYRbx93lAI3NxNDnqnH4Kfr89mwNlSucv1E1Q8+akmlyv68P7QFFSv507bVFKpXHsPhwxkH4Xh4WOjctQJ2uzEq5dn/NGTxPwNo37HC7Z6KEEIIIYTLKAXOXPTv2DE4dMiYDpIfTJhgbPmBry+cO2eMNsktnH39CZGfZXl6jlLq/ZS7S4AewGql1HZgAxAFODJ7bSqt9UdZ7Tc7KKUGASWccSyt9dAb7LvpbEGt9WqlVG9gNcbyv48rpYZqrU/dbThOapNlx4/HMH3a3rTHFouJl19tzNjxnbF6WChc2IPPhrUhNjaRN19fSqVKATz5VN209ve2KM2WHYMB2LzpNDt3nMNud7Bw/mEqvtw4Q19rVp/EZAKlFM8+3yA7TkcIIYQQIk+YNw/MZvkgnFsVLgw//gj33JO7apsIIW7tTv7LDuXaB26N8WG/bsp2u3JF0gQYBDS+ZavbM/ROXqS1XquUWgx0AMwpt5Pu4FDp57p43kZ7r3T34+6gvxvy8XbL8Hjhkn689vISPD3dmDmnT9r+CeO28v34bSgFV67YCA314YEHq6LS/aWvUzeYLt0qEnEyjgcerHZdX598eh+FCrnTuk1ZPD3drnteCCGEEKIgiImBpUshWOrg51q+vhAeDqtWQevWro5GCJEVd5rn/HcOOys57WwZ4ZDHrcBIloBRZPdOXAaSMf5NCyulzFpr+03apy8RFnOHfV5n1sx9affd3Ex8/sladu4wZiAN/3Id5cv7U7deCPXqh6KUwtPTwv8+WgUKAgI9ad2mbLrXm5n8c89M+wotVohvvnXaaslCCCGEEHnS0qVgt8sIhtzO3x8mTYJ77wU3+b5PiDzjTn613uf0KFxEa93E1TGkSF+U9Y5momqtHUqpoxhJFzPGtKPwm7ykdLr7h+6kzxuZkW5qjq+fle69K7Ns2XEAJozdht3uwGwxsWPPYA6FPc+Rwxfo2nEGaAgM9LrhMb/8fC2f/W8tzz7fgE8+k9S8EEIIIUQqmw1mz4bA60vFiVwmdSWdZcugo3zvJ0SekeWkidZ6ZXYEUsA5a9THHq6NVGnAzZMm6YuA7LmLPtMkJCRzaO+1ZYJHfdeRJk1LMHrUZg4dvEhCQjImk7HKTrWKY2nbviyz5z7Ihq1PopSibNkbL+Lzy9Q9JCc7mDFtryRNhBBCCCHS2bgRLl2CUqVcHYm4HQEBxko6rVqBh4eroxFC3I47WXJYOF/LdPfvZtTHonT3O2TaypA+v/33XfSZ5ujR6AyP+/edy7Av1nEiPBazWeEf4MHHn95H1WpFcTg0q1aE88+yMMqVK0LZsoUJPx5D+dKjqFL+O86fu1aiZfg37WjcpDgjv7vVKQkhhBBCFBxaw4wZxggGkTd4extJrr/+cnUkQojbJUkTF0tZsjk1G+AgY+Ijq34HklLu91NKBWXSZ3UgdcjGWcApo4dsSdeXUHHYHTRuWpwWLUuza98znDgRy+7d5ylZyheHA/o+MIdDB43ZScO/XE/k+XhOn77MqJGbANi54yx9ev3Kxg2n2Lz5tDPCFEIIIYRwufHjje1uHDwIR48aK7PkN/fea2z5UVAQTJ0KsbGui8EZ158QBYUkTbKJUupRpVQ7pTJf+E0pdQ8wl2uFdKdorU9m0naoUkqnbJNv1EZrHQmMSXnoA0xWSmUY+KeUKgL8nK7PT25RMPa2FSnigcmkMJkgsKgnSsHMGfuoVSuYWb89gK+vlRnT9pBsc5Cc7MBkVphMCi8voxLWI4/WwmxWWCwmevWuwrtv/cNrLy8hOdmoHTziqw38MffAdf0mJztwOKS+sBBCCCHyjsGDje1uzJ4N7u75c5nhqlWNLT/y8ICEBJgzx3UxOOP6E6KgyLSmiVLqTpa9vR1aa/1kNh07N6kHvAicVEotAnYDkYAdo0hr+5Qt9c/cXuBlJ/T7IcbUmypAJ2CbUup74BRQARgClExpuwKY4IQ+Abh4MQEfD43WkJRoR2uIvZTItyM34e5uwmw20blLBWZM20v0xQSmzexNxcr+lCjpC0CjxsWJvvwmADOn72Xi+G04HBovLwvx8cloDQMe/p0fp/Tg/j5VOX0qjsFPzmf9upMEBHqxfvOTBATczmrLQgghhBB52+nTsG4dFC/u6kjEnQgJMZImXboYI0+EELnXzQrBDiT7lgcuCEmTVCWBQbdoMxd4Smt910v/aq1jlFKdgN+AukBVYPgNmi4F+mitbXfbZ8b+jdsyZfzYtSsybf/8eYc5fOgC7lYLVqtx2YUW86F06evHkyYnO5gzex+JiXa8vd3YsOVJvhy2nsk/7AAgLi4RgFEjN7J6VThaQ/TFqxw+eIGAZiWceTpCCCGEENliQsrXVnf6bf8ff4DJZGz50f79xm1+HW2SuuTwlCnw2ms53//dXn9CFCS3Wj0nOwb7FZR5FF8CW4EmGKNOgoFAwAO4BIQB6zCm5GxzZsda6+NKqcYYia++QHWMpYyjgO0Y03Nmaa2d+m/h5maiS9cKLFkcxt69UWn7vb0ttGlblrBjMVSpEsCAx2oTEuJN9Ro3Tqvv2nmO5cuOA5qXXmlCyVJ+DPuqLQ6HA/8injz2eG0AOnSswPixW/HxdufRgbVp1ES+ahFCCCFE3jBkiHF7Jx9aY2Jg4cL8PUJh9WrjNr8mTQBCQ43lh3v0gIoVc7bvu7n+hChobpY0KZtjUeRDWutTGMmJn510vKHA0Cy0twETU7Ycs2PHOZQCk0mhNTgcmntblOazYW14YlBdSpfxY/yYrYwds5WatYIpc4NlhqtWC6Rm7WBORcTSvWclADw8LHw3pjNgrNIzaOCf1KkXQmT0a5jNJm5SOkYIIYQQIl9ZuBCSk6+NVhB5k8lk1DcZNw6++ip/1qYRIj/INGmitQ7PyUBE3mezOTgVEUfrNmUoVqwQH33aisuXbZQoUQilFMO+WMfCBYeJizUW+OnXZw7rtzzJpUsJfDN8A3XqhtCjVxU8Pd34Z+Wj1x1/7pwDHA+L4czZOLZtPcOuned44aXGlL1B4kUIIYQQIj+KjzcKwBYt6upIhDMULQp798L69dCsmaujEULcyK2m5wiRZYcPXWTuvIew2Rx06TCdI4cv8tMvPZk1fW+GdhUqFgHgyy/WMebbLSgF+5uVJCjYO61NbGwiVquZXTvP8+TAP1EmeGpIfQKLelG9RhAlU4rICiGEEEIUBMuWGYmTwEBXRyKcQSkoUgTGjIF69YyRJ0KI3EWSJsLpTp6MJTY2kbfeWMb+fUZtk2cGL0h7vlgxb/73RRt69TYmqdauEwxK4+XlzoH9kWlJk3VrTtKj6wx8CrlTvkIRkpMdALS6rzSfD2uTw2clhBBCCOFaiYnwyy+SMMlvfH3hxAmYOxf69XN1NEKIf8un9baFK1gsJpSCcuUKUzLkG6ZN3QOA1cPMpZjEtHZnzlzhmacW0Kn9LyxedJQ+D1bn/Q9akpRk54Feszl+3FhEaNmyYyQm2rl44SoH91/A3d1EhYr+dOxUwSXnJ4QQQgjhSqtWwaVL4OXl6kiEs4WEGAmxs2ddHYkQ4t8kaSKcxm530LRZCcLDLwFQtKgXxUsU4u137sHNzYTVasbNzYTWkJBgZ/3aCJ4eZIxAKV7CmGajFLi7mQE4fPAiYCxjHB+fxKOP1+G1N5pSufx3fPa/NS44QyGEEEII17DZ4KefwN/f1ZGI7ODubrwPHj/eeO8rhMg9JGkinEZrWLc2Arvd+E0fGurD+XNX+OH77URdep3R4zpj9TBTvHghSpfxA6BrN2N9tT5Qs6xHAAAgAElEQVQPVeOP+X1Zs/FxvH2MUvCdU54zmxVWq4Vnnq3P+LFbOXP6Mp9/uoZqlcZw6OAFF5ypEEIIIcTd0TprH45Xr4YLF8DHJ/tiyk0GDy54y+GGhsK6dbBlS/b3ldXrT4iCTJImIls0bBTKkaPR2GwOToTH8u03mxg7eguX42xcuHCV3fufIfryG4wa0yntNU2aleCrL9ZTKvQbXn9lCX371WDCD11xczdjt2sO7I/izbeaExzsjUkpzpyOY8G8wy48SyGEEEKI7JecDD/+aBQMFfmXUsZIolGj4OpVV0cjhEglSRORLfbvj+JyXFLa43ffXs7hQxeoUNGfDz9pCcAfcw/y2suLiYqMT2u3cvlxtIY/fz/ImdNxNGteEi9PN7y83KhXP5TOXSuy/8hz9Lq/CvUbFOPBvtVy/NyEEEIIIXLSqlUQFQWFCrk6EpHdfH2Nf+sZM1wdiRAilayeI5zKZIISJXw5cSL2uudsNgcfftySbj0qEx2dwKDH56G1xu7QjBjZAYCJP3ZjyKAFRJ6/Qovmkzkc9h/CIl4AQCkFGAVnJ/3UI+dOSgghhBDCyerXN263br15O5utYI4y+e0347Z3b9fG4QrFisGvv0LLllCuXPb0cbvXnxBCRpoIJ1IK3hvakkK+7ri5m3hqSF3Kly+Cm5uifYdy9HmoGu07lufSpQTefG0J3j5uaK35Z0kY1SqOYdPGCAY/MZ9TEbFoDY6U2ihKqbSEiRBCCCFEfrBtm7HdyvLlEBlZ8EaZREUZW0FksYCHB4wYYUzNyg63e/0JIWSkiXCioCBvIiMvs3eP8Rdu7pwD9HukBh9+3AqLxZzW7vsJ2/lt9n60BpNJERZmLDHcttVUlDJGq3ToVJ7Ph7VxyXkIIYQQQuQGiYnGKJOAAFdHInJaYCAcOgTz5kGvXq6ORoiCTUaaCKc5d+4KY769NsYvKuoq40ZvJSIiLm3fZ5+sYfS3mwGFh6cFhyNj2W6t4ZEBtfhubGdKlvK7ro/Tp+IY8PBcOrf/haVLjmXbuQghhBBCuNqiRRAdXXBWzBHXKGWspjNpEpw65epohCjYZKSJyBY+hdxIuGrHw8OCyaTYsf0s27ae4fNP16A13NOiFJ9+3pqXX1jEtq1n0pY8K1bch2/Hdr7ueBEnY2l738/ExCQQf8UGwOZNp4mMeT0nT0sIIYQQIkdcuQJTpkBQkKsjEa5itRojsL/+GoYNA7P51q8RQjifjDTJBkqpgUopfQfbirvsd0UW+jrunLO9xpRyNfn5WXnvgxYoBVeuJPHicwtp33oqb762lOrVixIU7E2pkr60aTmFsGPRmM0KpcDNzcQTg+ry8INzeO7pv7DZ7GnHXrf2JBcvXCUp8drEzvoNQp19CkIIIYQQucKffxqJE09PV0ciXCk4GPbsgQULXB2JEAWXjDTJXfL0fJPadUKYO/cZtAMmT9qBzeYAYNnS44AxzLB+w1DatC3LKy8uxmZzcCk2kUGD69GgQTEe6ledSd9vZ/Gio4Di/j5VaNioOAf2X6BDp/K071AON3czn3/ZBpNSBAR6ue5khRBCCCGyycWLxpKzwcGujkS4Wuo0nYkToV49KFHC1REJUfBI0iR7/APcTskmEzAVSP0O4UcnxnCr/uOd2BdgLCncqO73JCba6dq9IlaricRER9rzWsPaNRFMm7onLaFStWogvXpXoWmzEvw6cy8/fr+D5GSNw+Hgu1FbOB62lJMnLvHwIzUpXMQDPz8PAgO9MJuvDZKy2x1cvZqMj4+7s09JCCGEECJbPPVU5s/NmGEsNWy15lw8uU2VKq6OIPewWo2pOcOGGVN1LE74BHez608IkZEkTbKB1voEcOJW7ZRSHbmWMDmitV7txBh+d9axbtfhQxewYNQbWTDvMFWqBrJv73m8vNwpXMSDmOgEChe2Ep7uNXt2R9Kt03SGPFufsd9twZ62zDAcPxbN+fPxOByarZtPc+jQRZSCdh3K0eq+MgDYbHYa1/+B42ExTP65B917Vs7ZkxZCCCGEuAMTJtx4f0QEzJ9vjC4oyFq0cHUEuUtQkLGazuzZ0Lfv3R8vs+tPCHE9qWniWk+ku+/MUSYukZh4rQaJzeZgz+7z2O1QvIQvu/c/Q0CgF9u3nSUk1Ju+/aqn1UCx2RzMnL4Xk0mlvT401AdfXysTfujCh5+04oGHqpGc7MDD00K1akXT2sVEJ3A8LAaHQ7NyRfp0jBBCCCFE3qI1/PCDMZLAGaMJRP6ROk1nyhQjeSKEyDmSNHERpZQ/0D3loR34yYXhZIvUFXEeGVCDmlXHcjwsBrtdc+rUZfo9UpPf5/el+T0lUAqio68y/vsuFCturKl3+vRltm07y/x5hxnyTH0+fH8ldruDFi1LExTsndZH0SBvRozqwMP9a/DGf5u54jSFEEIIIbJs61ZjS2/vXli/XmqZAERGGpu4xt0dvL3hs88g/i4n2t/o+hNC3JgkTVynP5A6U3Wx1jpfrsBuMkGr1mU5f+4KJhOYzQo3i4lvR27kgV6/smXzGYKCvHHY4aOhq5g6vTdWqxmTCTw9LfR5qDoWi4kqVQMxm000b17yuj4ee7w2YyZ0ITjExwVnKIQQQgiRdQ0aGFsqhwPGjAEfn2srEhZkc+cam8jI3x/OnYPx4699QXkn/n39CSEyJwP/XOfxdPcnOfvgSqkFQD0gAIgDTgKrgR+01juc3R+Au7uJQU/V4dTpOBYuOApAlSqBWCyKevVDAEXjpsWZMG4bSxeHAeDpZaFc+SJERcVzKiKOmrWCWLbyUbTW1K4TAsDPP+3Cw8PMz9N60qVbpewIXQghhBDCpVasgGPHoFQpV0cicrvixeHvv6F+fan9IkROkKSJCyilagN1Ux5GAX9mQzed0933T9lqA88rpX4EntNaX83qQZVSKzJ7rn79+nw9qiNnTsexd/fPnDwZy9Gj0XTvPIPz540xhBs3nMLhMNLibu4m3vhvMyb/sAOTWTF8RHusVgu1amcck/r6K0uIj7fx5Rfr6NKtEmFhMbzz5jLadSjH40/WvS4OIYQQQoi8JD7eGDkQEGDUrhDiZkwmozDs119DxYpSNFiI7CaD/1wjfQHYX7TWSU489gVgGvAq0A94GHgbWJeuzePAPKWU05NmOmWc4PY9Q/AP8MRkUoQWL5T2BiA1YQJgS3Iw+9f9hIfHYktycP7clRses1//Gnh4WBjwWC2mTN7JS88vZMH8w7z8wmIuX3bmj04IIYQQIufNng2xscbUHCFuh5eXcfvpp5Akb4eFyFaSNMlhSil3jHomqZw5NectIFRr3V9r/bXWeobWerrW+jOtdXOgN5BaNqoN8GZWO9Bat8psA3ju6b+oWnE0jep9z32tyzJt1v2sWP0YM+Y8QJt2ZTCbM359sne3UeHLZIKatYNpUGciVSuOJjw8Jq3NiFEdOB/9GpdiEnn1pcXGKjkK6jcIxcvL7Q5+TEIIIYQQucPp0zBzpowWEFkXFASHD8Mkp0/0F0KkV2Cn5yilBgElnHEsrfXQLDTvjlFnBGCr1nqXM2JIiWP9LZ6fq5R6CvglZdfrSqmvtNaJzophw/oIHA44eiSaUxFxtGlbhgnjtvLuW8spVsyHkqX88PNzx8PDjb17IrlyxUiNv/hyY9zdzZwIv4TWmhX/hPPY44UzHDuwqBfJyQ4cDvD2cWPRsv4ZlikWQgghhMhrxo8Hsxnc5HsgkUVKQYkSRsHc6tXh3ntdHZEQ+VOBTZoAg4DGTjrW0Cy0TT81J8fzwlrraUqp94HKgB/QHPjHGcfeueMc5UvbUMqo5m02Kxo2Ks6wz9ficBhLDZ+OfAUPD+Oyu3DhKm+9sZTt284yYvhGxo7Zgre3O3XqhtC9Z+Xrjj/gsVosWxLGwr+OYHW3YJLS8kIIIYTI4zZsgNKlXR2FyKvMZmPEyVdfQZkyUPL6hSaFEHepICdNcpxSqhjQPuVhAkbtEVdYgZE0IeXWKUkTh0Nz7twVzGaFh4eF9VuepHTpwnz6eRuCgr25r3XZtIQJQECAJxN+6EaA7zAAEq7asScn8uY7zWnb8ifOn4/nw09a8sSgejgcmo3rI/jiqzb0e6QGtWoFZxhlYrc7MJkUSqqnCSGEECIPWLsWPvkEfH2l+OuN9Orl6gjyDi8vuHIFPvwQRo4Eb+9bv2bLluyPS4j8osAmTbTWTVzQ7WOAOeX+XK11zM0aZ6ML6e4XcdZBlYKiRb1o1Lg4i/4+Sr8+vzFiVAf6951D7KUEFi44zPyF/Zg/7wiNGhdj3p+H8PS0EBTkzalTcQAUDfLm6OGLHD4cDcBL/1nMY4/X4eMPVzH2uy0UKmTl4LHnMJuvjTLZvOk0XTr8QnCID+s2PUGhQlZnnZIQQgghRLY4dswYmevn5+pIcqeiRV0dQd5StChERMDw4fDuu0a9wJupXz9n4hIiPyiwSRMXGZjuvitLNgWku+/UxM25c1fYsuUMdofmVEQsndv/gs3mAODokRhqVBmL3W4kWKxWC0rBh5+04pOPVhN7KZGLF67SsVMFTCZwOMDTy4LZbCLyfDwOhybuciIOh8ZsvtbnmlUnSE52cPbMZY6HxVCzVnAm0QkhhBBCuN7JkzBjBoSEuDoSkZ8UL26MYPrlFxgwwNXRCJF/SNIkhyil7gEqpTwMB5a5MJyW6e4fctZBtTa2yPNX+OjjVnh6ufHf15dkaGO3X2urTGAxm+jcpSLffL2B2EuJeHpaCAj04u8lj/DDxO0890IDAL74qi1164VQvEQhOrWbRq06wQwf0Q6lFI8+Xpvdu85RtnwRatQMctbpCCGEEEI4ncNhTKHYswc8PaFFC1dHlDutWmXcys/n9qUWhv35Z6NOzs1+doMHG7cTJuRMbELkZZI0yTmPp7s/WWutXRGEUqofUCXlYRywxtl9dOxcgedfbITWmhnT9rBxw6nr2lSoWIT5fz9M4cIeWCwmLl5IMPZX8gegSbMSNGl2bXEjHx93Bg2ux7tv/cPmTafYvu0Mz7/QkHLlihAQ4MmkKT2cfRpCCCGEEE63ZImRMAkPNx5LUuDGDhwwbuXnkzUWCwQHw7BhEBgI1arduN3EicatJE2EuDVZfiQHKKW8gQdTHmpgchZfP1AppVO2FZm0eUEpddPVgJRSPYHv0+0arrVOyEost2IywchvOwIwbsyWDAmTJwbVJjTUB4CwYzG8+9ZyvLzcSEoyhp+4u5uoVy80w/HGjdlC9cpjmD1rHwC97q9KQIAXTZqWoFQpP5YtDeOVFxfx7NN/sWb1CWeeihBCCCGEU0VGwtixxmonQmQXLy/w8YH33zfqnAgh7o4kTXJGH8An5f4/Wuvj2dBHa2CDUuqAUmq0UupZpdRDSqm+Sqn/KqXWAnMBr5T2y4HPnB2EwwE9us74f3t3HidFcf9//PWZ3eVcDuVGRDAewQMQbw2KCN7RqFGRICFRURONMYnGO+TwjCb+jMavaBS8jRpPvOIBohLxRvHCC1DkvpaFBXb38/ujetneZfaendndeT8fj35MdU9Nd830VE/3Z6qrKC4u5akn5mxanpuX4N67P+SCi/ajS5e2uDv/e30+S5cWctDQyWzYWMwpYwfyx78Mq7C+q654lfnzVnPVFaFBzO579OLL+b9iynOj2bChhBOPe4jbJ77LPZNnceJxD6f67YiIiIikhHu4Lae0NNyWI9KYOnUK37WLLoKlSzNdGpHmTUGT9Ph5LN3YHcDuCPwCuBl4ALifEBzZL3regYnAUe6+oTEK8MGsxdw+8R0u/+OBHHnU9txw06HkJAx3WLp0HX+64iByc3NYsmQtf57wCl98vhwvhfnzV7N4cSEAn3y8lLNOn8Kxx32fXr3yOf/C/TbbTuvWOfTqlU8iYSQSxqDB6gBWREREmqbnn4eZM9X5q6RPt26walUInKzM1JidIi2A+jRpZGa2HTA0ml0F/KeRNvVb4ClgX2Ag0B3oStjHKwkdvr4K3OnuKev8NS43tzwGd8FvXyAvL8Gddx3NFlu05aJLf8Djj37KwSP6069fZ/7x/2by9Vcrue+eD9mqT0dycxO8Mm0u++91B5/PPYcjD72PJUvWkpNjLC+4ADPbbHs5OQlmvns6ixYV0qZ1Dt171GJQehEREZE0W7AAbr45BEySnNKINJpevcL37+KL4eqroWPHTJdIpPlR0KSRufvnQIN+Ht19EjX0g+LuXwBfULHPkrQqLi5liw65rF1bDMDGjaWMOfkxIARUiotLGTfmMX5yyq68PH0sPzz8fj78YAlm8NWXKygthUQiEUbgWbIWgJISZ+7cVfTp05Hf/+4FVq8q4m83HkqHDq0BaNcuj/79O2fmDYuIiIjUYOPG0ClnIqHbciQzeveGefPgwgvhyiuhs06dRepEQRNJqbVri2nbNod160oqLM/JMUpK4JtvC/jrNa+zZs1GHn7sRF54/kt+fc5zUcAE7r7/WNq1y2PsuIHcc9cHDBrcg6237sgr0+Zxz12zKCkp5dVX5+MOTz17Mtttt2WG3qmIiIhIze69N4wE07dvxeVdu2amPM2FPp/U2mormD8fzj8frrgChgzJdIlEmg/1aSIplZubYPSYXTfNb7d9Z/bcqzd33nU0Bx7Uj7Ztcigudm65+S1emz6P408YQElJCbm5xg8O6MvIQ7YF4KZbjmBl4e+Z9to4cnIS7Lprdzp2ag0YixcVsmRxIddd8zq77PhPTh33BAUF6zPzhkVERESq8OabcP/94YK18m05xx0XJklOn0/q9e4NixfDeefBI4/A229nukQizYOCJpIygwb3YPqMcVx5zcHk5BqJBOy2W29enDaWSy9+makvfU1hYTF5eQnM4OOPl/KXP02nqKiEHb/flfv/fXyV6+7arR2HHb4dZlBa6uyzXx9e+O9XzJu3moce/Iir/vJqGt+piIiISPW++w6uugq6dIFcte2WJqJnT1i/Hs49NwT1RKRmCppIynz66TJ69synbds87r3/OE49fQhXXD2cxYsK+fKL8i67Dznse5x/4X788pw9efnFr3GHb78p2NRPSVXy81uRSBidO7fhiSmjOOOsIZhBTq7xPd2mIyIiIk3E2rXwxz+GIV87dMh0aUQq6tIF8vPhssvggQfC91REqqa4t6RM0bpidhs4kYsv/QFn/mIPjjhqeyB0EDtocA/ef28R7drlcd5v92GvvbcC4Ob/O5y/X/8/xowduNn6brn5TS658GXGjB3IjTcfxp+vPIgRh2zLzjt3Iycnwfm/35/xZ+7OooWF7LBjl7S+VxEREZFkiovhr3+FuXM378ckbuLE8Dh+fHrK1dzo82lc990XHt1h1iz47W9DMEVENqeWJpJSK1cUceWfX+WNGd9w6k+f4Omn5rB+fTGT7vkRKwsv4Mv557DnXr035d95l+7cfufRDDuo32bruvfuDykuLuWRhz4CQn8pB4/oT89e+ZvydOrURgETERERaRLcw8X+66/D1ltnujQiNdtmG/jgAzjzTHj11fAdFpGK1NJEUq6gYD1HHHofGzeW8tijn9CzZz6LFhXStVs7FnxbQM9e+cz+9Czy8nKqXc9frx/BH//wCqeN3y1NJRcRERGpH/dwq8Njj4UWJpU7fhVpisxCB7Fr1sCf/gQHHghnnKHRi0Ti1NJEUqbs5KC01AEnkTD23mcrFi5cw8aNJSz4tgCARQvXsHzZuirXs2FDCdOmfs2Anbtx9q/25DfnPscvz3w6De9AREREpO7c4T//gTvvhD59IKf6/4VEmpz8/NDqZMYMOO00eOIJ2Lgx06USaRoUNJGU6devM9tt1xmAvLwcunRty5ixu3LhxfuTk5MgJwe23LIN5563Nz16lt9i89CDszlr/BTmzFkOwFnjp3DCsQ9z8IF3cdvEd1i5cj133zUrCsaIiIiINB3u8NBDcOutYWjhvLxMl0ikfhKJ8B3u1An++c9wy87bb+uWHRHdniMps3DhGhaXhlFy1q4tZu3aYs49+zlKShzHadUql7/+7RBOOGmnTa+Z/spcTh33JABvvbmAkYdsyzNTQj8ocz5bTqeOrdl11+4cf+IAEonydq5vvbmAeXNX0XebjrRr14qddu6W3jcrIiIiWa+0FCZNCrfl9OmjgIm0DG3ahFYnK1fCxRfD4MGh9cn222e6ZCKZoaCJpMz69SW0jU4Whh+8DR9/vIwVy4soLS1l4KAenHHWEI4/YUCF16xetZ5EIpx0bL11R/5501uUloZbe9yd995bxPKCCyq8ZsG3BRxxyH2UlJRQXOy4w133HsOPjqu4bhEREZHGUlQEN9wAL70UOn3N1Vm1tDCdO4dWJ59+CuecA/vvD6ecAv36ZbpkIumlw7ukTP9tOzNg+34sW7aWl16cC8Cee/Vm5CH96bN1J7p2a8+xP3yQhQvX8PCjJ7B1304ccdT23DH5GAoLN9C1WztenT4PgKKiEgB236PnZtvJy0uQSBjFxeXNBV984WsFTURERCQtFi2CP/8Zvvgi/COfqMcN70OHpr5cLYk+n8ZV28/XDHr0CH9wvvlmGBlq//1h9GjYdtvGLaNIU6GgSYyZGbA9sDuwR/Q4BOgQZZns7uPqsd59gdOBA4FeQBHwFfAo8H/uvrTBha+4PQNOBE4BBgPdgOXAR8D9wCR3L07lNgE6dmzNd98V8MnHyzYt+2DWIn7zu304ddyTFBeXAlDqzhOPf8Yvz9kTM+O4H4dgxza9b9gULLnu7yOZ/so8Ro3ehWOOfIDRY3bhpJN3AaBb9/a8+sbP+Gb+Ki6/ZCrLlq3jggv3S/XbEREREanAHd54A669FkpKQguT+o6SM0D/9VRLn0/jquvnm0hAr14heDJzJrz2Guy+O4waBTvvrNGipGVT0KSi64DfpGplUfDieuDXQPxQ0hbYghCQOdvMRrv7Syna5hbAw8DwSk/1jKbhwFlmdqy7z0vFNst8Pmc5pRuWReWA1q1zueSyobTPb4W7YwkYPLgna9Zs4OhjdgDg9J8/yVNPfErXbu3p1Kk1K1YUscWWbTht/BDGn7k7h464hxmvfcPrr83fFDQB2G67LVmxvIhPP1kGOOee8yw9uufztxsPoW1b3VAsIiIiqVVQABMnwvPPh+FY8/Nrfo1ISxMPnsyeDeefH27XGTUK9tkHWrfOdAlFUk9Bk4oqDxBXAMwHdkqStzauAs6L0oXAv4CZQD5wPDAS6AE8bmZD3f29em4HADNrBTwOlDW4mw9MBD4H+gA/BwYQgjXPmNm+7r66IduMKyjYQPvoQLnllm1ZU7iBqS9/zdNTPmPdumIGDuzOgAFduf++Dzl42F08PmUUD94/G4DCwlUkEsab753GDjt0waJw9Y9P2Ik3ZnzLkT/cvOepVq0SOFBa4kyfNg9LGAcd3I8TR+2cqrckIiIiWa60FF55JYwmsmYN9O1bv9txKvv44/CoFhXJ6fNpXA39fBMJ6N49tL5avhyuvhrat4cjj4QRI0IrLJGWQkGTij4C/g68DbwFfEa4pebluq7IzHYDynowXQUc4O6zYlluNbMJwB8IQZSJZra3e4MG9TqL8oDJO8AId18RK9NNwGPAoYRA0GXA+Q3Y3mZycoxtv7cF69eXsHr1et743zesWRMGeZ81azGzZi0GYOF3hey35x2MPKQ//33+KwD69OlQIWACcPoZQzht/G4VlpUZNLgn/31pDN99t4ZfnPE0xcWl7Ln3Vql8OyIiIpKl3MM/6bfdFjrC7NIltReC06eHRwUFktPn07hS9fmahQ5jO3cOnSM//HAYgrt/fzjqKNhzz9AyS6Q5U9Akxt0nVl6W7GK9li6n/JaciysFTMr8ETgc2AvYEzgCmFKfjZlZLnBJNOvA2HjABMDdi8xsLPAl0B44x8yudvdlpECvXvk88MAoClZv4OILX+KYH+3Id9+t4X8z5lNSAjvsuCVffL6CkpLyuNDq1es3pUceum3Sz7u6fTBocE8GDYYv5p5TY14RERGRmpSWwqxZcO+98MEH4d/zvn3VZ4NITdq0CUNvu8PSpXDjjaHebLstHHQQDBoUgik5ldv2izRxCpo0AjPrQAiGAKwGJiXL5+5uZv8A7o4WnUQ9gyaEvkq6RekX3X12FdtcbGYPAKcCrYFjgDvquc0KFi0q5Lij/03nzm1YuLCQZcvWMe3Vn/LwQx9z6um78ebMBfzn4Y8ZfnA/SkqdD95fzKiTd2bsmMfIz2/Fn688CIANG0pYs2YD11z5KmvXFnPNdSNo1676fkoULBEREZGGWLUqdG75yCOwYAG0batgiUh9xFuflAVQbr893NLTqhUMHAhDhsB224XRp9Q/kDR1Cpo0jgMJAQmAV9x9bTV5n4ulD68yV80OiaWfrSHvs4SgCcBhpChoAk5RUQkLFxaSSBhjxu7CsB9MZt26jXwzfxV3T/6A4uJSHrx/Nn37dmTWx2cB8P7sMzetYc2aDew+aCKLFxWSk5sgYca++/dh9E92TU0RRURERCKrVsH778OLL8Jbb4VWJp07N2xUHBEpZwadOoUJYOPGcNvbzJmhxUlJSbh9Z7vtwq1CW28dOprt0SMELkWaAgVNGscusfTb1WV09yVmNhfYBuhqZt3dfXFjbpPQX0uy1zVI585tWF8Y0qWlTteu7VlXtJGiohIm3/k+PXt1YMG3BZSWOgsXrsHd+eTjpXzzTQEjRvbHzFi8OLRQAScnYeTkJthzz96pKqKIiIhkKfcQJPnqq3DRNmNGSEO4raBXL902INLY8vJC/0BduoR5d1i/PtwS98YbIchiFoIpnTqF23369QtTjx7hdd26hdYpCmxKuiho0jh2iKW/rkX+sqBJ2WvrEzSpyza/AUoIowVtb2bWwA5oAVixooh2rcrnX37xK2648TB+eebTWAIKYv2XFBWV0Lvb31i/voS8vATXXj+Sn/5sENtuuwVXX3sws1Gvd98AABqLSURBVGcv4bI/HECnTq3JyUnw8UdLuPSil+nRM59LLx9Ku/Z5dOzYmkRCR0sREREpV1wcRvNYtgyWLIF580JHrp9/HoImiURoUVJ2QaYLL5HMMQtByzZtKi53hw0bYP58mDMnpHNyygMqubkhiNKzJ/TuHYKeW25Z3qqlQ4cQWGnVSnVcGk5Bk8bROZZeWov88Y5YO1eZK0XbdPdiM1sNbEH4DrQH1tRmI2Y2tarnErYVOTlGfn4rVq1azyvT5jFt6jzatMnhBwdswwvPf1khf2FhGFUnLy9BSUnppuWnjR+y2bp/fc5zzHj9GwBenT6P+fNWMWhwT16ePlb9mYiIiLQw7iH4sWFDGJFj/frwuG5dmNauhYICWLmyPDiybFmYVq8OgRGzEBwxg3btQoeuCpKINA9m0Lp1mJIpLg7Hgk8+CbfYxYMqZXW/tDS0bMnPh44dQyClLJhSNt++fQjYtG4dAixl22zVKrw2L688nZtb/qjjSHaxFDQwaNHMbBjlQw5PdvdxtXjN88DIaHaku79QQ/57gdHR7Gh3v78e5dwAlPWWmufuxTXk/xYou++lt7t/V8vtTK3iqcFAOyDZKEGSeTtGj59mtBSSjPZN06b907RlYv9s4+7das7WvJi1LYBeRSlaW5JlC6IeDXqvKs9QIV98mW3+GEoZXapEy8vSAHgItZSWhkdJnXntw2PfwsyWQ+pO+y5IGJCIHUPiPAw8SnTc8CoeN+VLko49VFhvNbObS5KhwnGzjnQYTG5ujnvJlnV9VbNqaWJmpwF9UrEud5+QivXUZlNp2k5auPuwZMvLgilVPS+Zpf3TdGnfNG3aP02b9k/quK/r0JjrL99XXwxrzO1I6pXvu0+HZbYkUlfad82bjptNR7MKmgCnAXunaF0TUrSeZOK3utSm3+d4noIGbHOLKN2Gmm+3ScU2RURERERERFqsRKYL0EKtjKW71CJ/PM/KKnOlaJtmlgt0jGaLgSxvsiciIiIiIiKyuWbV0sTd98l0GWrps1i6Xy3ybxNLf1Zlrpq32T+2zbnV5O1DGDkHYE4qRs4RERERERERaWnU0qRxfBhL71FdRjPrRnnQZKm712e44Tpts9LzH1aZS0RERERERCSLKWjSOKYC66P0AWZWXb8mh8bSzzRgm89Vsc5kDouln23ANkVERERERERaLAVNGoG7rwGejmY7AuOS5TMzA86OLXqwAZt9GVgSpUeY2c5VbLM7MCqaLQIeb8A2RURERERERFosU3cW1TOzYYSABMBkdx9Xy9ftBrwNGLAKOMDdZ1XK8wfKR/F5E9g7Wf8iZjYOuDOanVbNsL/nAjdEs+8AI9x9Rez5NsCjlLc0uc7dz6/N+xERERERERHJNs2qI9jGZmadgd9VWhzvpHU3M/tLpedfcveXKq/L3d81s2uB3wOdgNfN7HZgJpAPHA8cEmVfA4xPQYest0TrHQoMAd43s1uBzwmdv54KDIjyfgRUfi8iIiIiIiIiElHQpKLOwCXVPD8wmuKKgc2CJpGLgFbAr4H2wLlJ8iwGTnb39+pW1M25+wYzOwZ4GBgObE3ywMg7wLHuvqqh2xQRERERERFpqdSnSSPy4DfA/sAk4EtCPyIrCYGLy4Gdk7VUacA2VwAjCP2WTAEWABuARYTgznjCbUDzUrVNERERERERkZZIfZqIiIiIiIiIiCShliYiIiIiIiIiIkkoaCIiIiIiIiIikoSCJiIiIiIiIiIiSShoIvViwUlm9pSZfWNm683sOzN70cxOMzONzJQBZjbVzLyW09eZLm9LYWY5ZraLmY0zs3+Y2QwzWxv7rCfUY52HmdmDZjbXzIrMbLGZvWZm55lZ+0Z4Gy1WqvaPmU2qQ/1Sh2G1ZGadzOxEM7vFzN4ws2VmttHMVpjZ+2b2TzPbs47rVP1Jo+icYAczO9nMro9+i1bH6sOkRthmNzMba2Z3mNm7ZrYy+t4sM7M3o3IMSPV2W7p01x0zO8DM/mVms6PvzEYzW25mb5nZDWZWedRKqUKmj3tm1srMPqz0WzissbfbFEXHxLReJ5lZezP7TbTPF0ffgbnRd+LQVG8v67i7Jk11moAtgBcBr2Z6G+ib6bJm2wRMrWG/xKevM13eljIBj9TwWU+ow7paA/fVsL7PgYGZft/NZUrV/iGMglbb+uWZft/NYQIuIIwqV5vP9G6gXQ3rU/3JzH68vobPfFKKt3cjUFyL70wJcB2Qk+nPqKlP6a47QFvgwVruwxuARKY/o6Y6NZXjHvCHJNsdlunPJwP7I+3XScBuwBc1bPNeoFWmP5/mOqk1gNSJmbUCHgeGRovmAxMJB+M+wM+BAcAQ4Bkz29fdV2eirMKxNTy/Ni2lyA45leaXA8uA7euxrsnASVF6GaF+fQB0BcYAewHfA541s73dfX69SpxdUrl/ypwBLG7A6yXYgXDCD/Al8ALwHrCUcOJ5MHA8YR+OAbqb2eHuXlrF+lR/MqNyHSsgnB/s1Ejb2ym2zdnAS4T9vBLoDhwJHE5oUf1boBNweiOVpaVId925D/hRlC4hBFDeIBxXewPDCfsxAZwLbCAEWWVzGT/umdlOwMXRbCGQlS36MnGdZGbbAM8APaJFM4F7CL+juwLjgS7AaKAUOKUh28tamY7aaGpeE+GHKx4l3aLS822AZ2N5/prpMmfTRKylSabLkk0T4UThKuDHQP9o2bhYPZhQy/UcE3vNXCr9C0E4ebwjluehTL/35jClcP9Mir2mX6bfV0uYgNuAp4ADAasiz1DCRXjZZ/+zKvKp/mRuP44H/gb8BNgRMGBY7LOelOLtPUe4KNi9mjw/BjbGyjA8059TU53SXXeiOl22rlXA4CryHUZ5i6KNQNdMf1ZNbWoKx71oGzOi9T9BxVbPwzL9GaV5f6T9Ogl4NLa+f1GpVRbQN/pulOU5MtOfU3OcMl4ATc1nAnIJ/wA4IVK5cxX5ugNronxFQJdMlz1bJhQ0aTIT9bsofzf2miOqyNO20o/fLpl+r81xquf+mRR7Tb9Mv4eWMFU+oawm39mxz35aFXlUf5rQROMGTWr7vbkuVobJmf5MmuqU7roD/CW2nmtryPtwLO8PM/1ZNbWpKRz3gF9F610TXaBPjW1rWKY/ozTui7RfJwGDYp/1XKBNFfmOiOV7M9OfVXOc1BGs1MVwoFuUftHdZyfL5O6LgQei2daEKLiIVMPMtgcGR7Nz3P3pZPncfR3h3/kyJzZ22UQai7uvqGXWh2LpXSs/qfqTXVL1vZGM1Z3usfScGvJ+Fktn5S0fVWkKx73o1pArotnL3H1eqtbdDGXiOumkWHqiuxdVke8Zwi1CAHuY2fcasM2spKCJ1MUhsfSzNeSNP39YI5RFpKWJ92z+XA15Vb8k2xTE0m2TPK/6I8nU9L2RzNSdRbF0TX1LxZ//uAHbbImawnHvViAfeIfQQXM2y8R1Uq226aG5Sfw7otF06khBE6mLXWLpt2vI+1YVr5M0MbMp0fBmG6IhGN+zMNzq4JpfLRlQl/r1HqHjPICdzMwap0hSjdvMbF40jOBKM/vIzG4zswMyXbAWKl4/5tbwvOqPlKnpeyOZqTuPx9JnVHVeYmaHUd6p/VR3f7+e22upMnrcM7NTCBffJcB4dy+p4SUtXVqvk8wsQehUFkLfPzXVD12bNYCCJlIXO8TSX9eQ9xvKD87b66Q0I44AegJ5wJaE+x7PBt41szvMTP+6NS21rl/uXgx8G822B7ZqpDJJ1UYAWwOtCCNzDABOA6aZ2VNmtmUmC9cCjY+lpyR5XvVHkomPmJPseyMZqDvu/hZhGGGAjsBbZnavmZ1jZieZ2Xlm9hThloIc4FUq3oYgQcaOe2bWDfh7NHuju9cUJMgG6b5O6gO0i9LfRvu4OvHA8Q5V5pKkNOSw1EXnWHppdRndvdjMVhOGjMwlHKDXNGLZpNwyQhO8t4EFhFEM+gFHAftFeX4G9DWzw2pxkJX0qHX9iiwjdLhW9tpvUl4iSaYA+C9hSL/5hJOePoQmsmXNZI8kBE/2dw253mBmth/hmAWh07wbkmRT/ZEKzGwUIbgJ4XaQOzJYnKYsI3XH3c8zs6+BSwj9QIyOprgvo+cfcfeN9dlOC5fJ496NhGFs5wOXN2A9LUm6r5Pqs/+TvVZqQUETqYv8WLqqjobi1hEOBgAdUNAkHS4C3qri5OIqMzuWMExjO+Bg4PeUd+AlmVWf+lWmQ4rLIsn9A/iluxcmee56MxtKGOmhO6Hp6/VU/Kdb6sjMegL/prxl7GXuPj9JVtUf2cTMdgImxhadU0W9lczWndsIgejrSX4Rty1wIVAIPNnAbbVEGdl3ZnYUMCqa/aW76/w+SPd1kn730khBE5EWxN1n1PD8o2Z2OnBvtOh8M7vO3dc3fumkDjzTBZDN1dT82N2nm9lxwHRCC6+fmdkEd/+2utdJcmbWntD3QVkz8imEi6uaqP5UYmanEVpENZi7T0jFehpLFGh7kvKLgn+6+0PVvKTJS+P+S1vdMbM9gMcI9fs94E+EY+cqoBehdewEwq3Fj5nZ2e5+S7rKlyotbd+ZWQegbD884u4KZjUN+t1rZAqaSF2soTwi2oaaI6LxPjMKqswlaeXu95nZ5cCOhL4Y9gdeymyphIr1qTb9zah+NUHu/pqZPU/oHC8netRtAXVkZm2AJ4C9okWvASdFIwAko/pTvdOAvVO0rgkpWk/KRX0JPU9ooQCh5devMleilGnM/Zf2umNmA4FXonXNAIZXGip1HvBPM3uWcCtkF+AfZvZ6M+wMtkXtO+AaQhBoNS2jbqVSuq+T9LuXRuoIVupiZSzdpbqMZpZL6NwLQo/OahbbtEyNpXfMVCGkglrXryR5VlaZSzJhaiyt+lVHZtYK+A8wPFo0EziihtsrVH+ynJl1IgRMdo0WPQmM1ogeNcpE3bma8gu48yoFTDZx9y+B66LZHOCsem6vpUrrvotuQT0zmr3I3RfUdR0tXLqvk/S7l0ZqaSJ18RnQP0r3o/rh+/oQfuAA5lTz76BkRrwzqC2qzCXp9BlwUJTuB0yrKmP0Y1t2y0Ih5T3iS9Og+lVPZpYHPAQcHi16FzisFh3qqv5Uw933yXQZGlN0y8BzwO7RoueAE1pK56GNvP/SWnfMrDXlHfQWEIKi1XkBuCpK71VdxqaoJe074OeEW0/XAV3N7NIq8m0TS59iZj+I0v9298/qsd3mIt3XSd8Aawn9FPYxs9waBneI75eWvB8ahYImUhcfEpqaA+xBNQfn6Pn466RpUbS56YnXkz2AydXkHUz5j+1HCko2Oapf9RCd1N8PHB0t+gAY6e4ravFy1Z8sZWb5hKFpy26BeAn4kfrqqrV0152uQF6ULqjFOlbF0u3rsb2WLN37rmxY3LbAH2v5mp/H0h/Ssi/W03qd5O6lZvYxIVicS+j/p7q+13Rt1gC6PUfq4rlY+tAqcwWHxdLPNkJZpGEOjKVb8g9Yc6L61XKoftWRmeUAdwPHR4s+Aka4+7KqX1WB6k8WMrN2wFOEvrkg9JPxw6pu95Ck0l134q3Gukb9F1Un/u94bY8H2ULHvaYlE/ujVts0M6v0/HNV5ZXkFDSRungZWBKlR5jZzskymVl3yociKyKMfiBNhJmdDHw/mi0AXs1gcSTi7nMItyIAbG9mhyfLF51gxoex/Xdjl01qz8z2o/zEpBSdmNTIzBKEznLLfjc+Aw5298W1XYfqT/aJ9uXjlAcpXweOdPe1mStV85PuuuPuBYSOXgFaAcfV8JJRsfRb9dlmS5WBfTfO3a2miYotLA6KPfdYfbbbjGTiOim+L8+oJgh5OLBdlH7L3b9owDazkoImUmvRfXJXRLMG3GVmFe7XjyrrZMqbUN5Uh38KpQHM7FdmVm0P7Wb2I+D22KLr9Y9ckxJv7nqLmfWNPxldXN4MlC1/2N3VxDINzGysmY2M/q2pKs8PgEcpb8J8l7vPT0sBm6no87wVGBst+pxwkr2wHqtT/WkBzGyCmXk0TaoiTyvgEcr7xngDONzdaxqtQpJLWd2pzf4j3IZX5v9Fo+kkW9cYKt7ecU817yFbpXvfSRVSfZ1kZpNi+2NCFdt8nzB0N4R9fFO0z+Pr6Uv5MNHQhEdAa8rUp4nU1S2E5tNDgSHA+2Z2K+FEtw9wKjAgyvsR8JdMFDJLDSecfHwKvAjMJjRlNUKHVD8E9ovlf5nyztWkAcysP+G7Hxc/CRwe9dcQ94i7vxtf4O6Pm9mDwEmEJslvR/XrQ0I/GWMp7wjvO+A3KXoLLVqK9s8Q4Fxgvpk9R+hvYwlQQjj2HRJNZQGT2cB5qXkHLdoVhCE5ATYCNwJ7VRObKvN85RYFqj+ZY2adgd9VWhy/rWI3M6t8PvCSu9d3uPtJwBFRuoBwbjK8pu9NFvzTXS8ZqDvXACcSOs3sCsyMtj+NcPtOL+AowjG1zER3r6nT2Kyj416Tk4nrpF8D+wI9ovXvYmZ3E64BdgXOoLyvtXvdfUoKtpl1FDSROnH3DWZ2DPAw4SJ9a5JX+HeAY919VZLnpHHtSPXDnDpwG2GYvw3pKVKLtw1wSTXPD42muM8pb1Yb91PCPhpFOJlMtt4vgOPViqHWUrl/tqb8Ir8qjwKnu7s6ga1ZPJCbRwia1EZ/4Osky1V/MqMz1dexgVQMVEIYZrO+QZP496YDIYhSGzVG47JY2uqOu68ws4MJtxbsAbQmXNyPreIlN6EgdHV03GsiMnGd5O5zo1uzHga2JXSKnazl+X1UbLkldaCgidRZ9GM3gvAvwSnAboSD9ArCv6sPAHfWMOyVpN5vCR3i7Us4Oe1O2C+5hBE8PiP0X3JnCx/yrVmLRnw42cwmE37c9iHsywJgDmE41onuXpi5UmalvxJ6pd+H8O9RD0L9akMY3eErQp8Kd7n7O5kqZLZT/RGpn3TXHXf/ysz2IYyWdSIheNKTMDJLAfAl4ZzlX+4+KxXbbKl03GtaMnGd5O7vRre5nQH8GNieEFBeDPwPuMPd1QFwA5hG2hMRERERERER2Zw6ghURERERERERSUJBExERERERERGRJBQ0ERERERERERFJQkETEREREREREZEkFDQREREREREREUlCQRMRERERERERkSQUNBERERERERERSUJBExERERERERGRJBQ0ERERERERERFJQkETEZEmyMz6mZlH06RMl0dERCTbZfq32cw6mdklZvaamS01s42x8gxLd3lEsoWCJiIiAoCZ3RM7+TqpFvlbmdkrsdc8aGaWjrKKiIhkEzPrC7wP/AXYD+gC5MayzMpEuUSyQW7NWUREJEtcBYwGDLgIeLCG/P8ChkbpGcBP3d0br3giIiJZ6/+AbaL0M8BjwBLAgY3uvjxTBRNp6RQ0ERERANx9tpk9CRwNDDKzw939mWR5zewPwJho9kvgGHcvSlNRRUREsoaZfR84PJp9xt2PyGR5RLKNbs8REZG4q2Lpi5JlMLPRwIRodiVwpLsvaeRyiYiIZKsjY+mbM1YKkSyloImIiGzi7v8DpkazQ81s//jz0fwd0exG4Hh3/yR9JRQREck6Zb/FJcC0TBZEJBspaCIi0gyZ2bBYB6wTomV9zex6M/vEzArNbKWZvW5mvzCzutyOmbS1iZl9j3APdeto0Rnu/lJD34uIiEhLkMrfZjP7Tdm6gGOjxTlAQWwbbmYjG/+diWQ39WkiItICmNlhwP1A50pP7RtNPzKzH7r7+prW5e7Pm9nbwO7AkWY2EJgPTAG6RtmudPc7U/YGREREWpgG/jbvXMvNzG5AEUWkFhQ0ERFp/gYD5xNGvbmVMJLNemAP4EygPTASuAS4vJbrvBp4KEpfRhjacMdo/t/ApakouIiISAvV0N/m24EngQHAldGyu4BHY3nc3Rc0RuFFpJxpdEgRkabHzPoBX0Wzk919XKXnhwEvxxbNA0a4+5xK+fYCXiMEyVcAvWrT2sTMEsBHlAdKyswAhmukHBERyTaZ+G02s/GEoAuEkeqeaNCbEJE6U58mIiItw5jKJ2UA7j4TeDCa3QLYqzYrc/dS4JpKizW0sIiISO2l4rd5t1j63RSWTURqSUETEZHm7113n17N8/HOWneqw3qLK82frqGFRUREaiVVv81lQZPl7j6/4cUSkbpSnyYiIvVgZqcBfVKxLnef0MBV/K+G57+NpbeozQrNbChwW6XFR1PxJE9ERESSa/Bvc3Sr7K7RrFqZiGSIgiYiIvVzGrB3itY1oYGvX1rD8/H7pNvUtDIz24HyoYUdWAe0A043sz+7+7L6FlRERCRLpOK3eUfC7y/Aew0ukYjUi27PERFp/kpTtSIz6wo8DWwZLboUuDZKtwN+laptiYiItGCp+G1WfyYiTYCCJiIi9eDu+7i7pWLK9HspY2ZtgCeA70WL7nT3K4EbgTXRsrPNLD8T5RMREcky8aCJWpqIZIiCJiIigpkZcBewb7ToReAMAHdfQflwh1uWLRcREZFGNTh6LAI+yWRBRLKZgiYiIgJheOETovRHwPHuvjH2/PWU3399npm1SmfhREREslBZ0OQDdy/JaElEspiCJiIiWc7MzgDOj2YXAUe6+6p4Hnf/DpgUzW4FjE1bAUVERLKMmW0NdI1m1Z+JSAYpaCIiksXM7DDgpmh2HXC0u39dRfZrgbJ/ui6IhkIUERGR1FN/JiJNhE54RUSylJkNAv5NGH6+FPiJu8+sKr+7fwk8GM1uDxzf6IUUERHJToNjabU0EckgBU1ERLKQmW0FTAE6RIvOd/dHa/HSqwCP0hc2RtlERERkU0uTUmBWJgsiku0UNBERyTLRkMFTCH2TANzi7n+rzWvd/UPgyWh2iJkd2ghFFBERyXZlQZM57r42oyURyXLm7jXnEhERERERERHJMmppIiIiIiIiIiKShIImIiIiIiIiIiJJKGgiIiIiIiIiIpKEgiYiIiIiIiIiIkkoaCIiIiIiIiIikoSCJiIiIiIiIiIiSShoIiIiIiIiIiKShIImIiIiIiIiIiJJKGgiIiIiIiIiIpKEgiYiIiIiIiIiIkkoaCIiIiIiIiIikoSCJiIiIiIiIiIiSfx/qMSi/RHP12MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x864 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from dynesty import plotting as dyplot\n",
    "\n",
    "truths = [m_true, b_true, np.log(f_true)]\n",
    "labels = [r'$m$', r'$b$', r'$\\ln f$']\n",
    "fig, axes = dyplot.traceplot(dsampler.results, truths=truths, labels=labels,\n",
    "                             fig=plt.subplots(3, 2, figsize=(16, 12)))\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = dyplot.cornerplot(dres, truths=truths, show_titles=True, \n",
    "                              title_kwargs={'y': 1.04}, labels=labels,\n",
    "                              fig=plt.subplots(3, 3, figsize=(15, 15)))"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
